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Srinivasan Parthasarathy

  • Professor, SBS-Biomedical Informatics
  • Professor, Computer Science & Engineering
  • 693 Dreese Laboratories
    2015 Neil Ave
    Columbus, OH 43210
  • 614-292-2568

Honors

  • 20120701-20120801

    Google Research Award.

  • 20110101

    Elected to Steering Committee of SIAM Data Mining.

  • 20100101

    Lumley Research Award.

  • 20100101

    Best Paper Award Nomination.

  • 20100101

    IBM Faculty Award.

  • 20090101

    Google Research Award.

  • 20090101

    Best Challenge Entry Award.

  • 20090101

    Award Nomination.

  • 20070101

    IBM Faculty Fellowship Award.

  • 20070101

    Best of IEEE International Conference on Data Mining 2006.

  • 20070101

    Best Paper Award (Applied Research).

  • 20060101

    Award Nomination.

  • 20050101

    Lumley Research Award.

  • 20050101

    Best of SIAM Data Mining.

  • 20050101

    Best Research Paper Award.

  • 20040101

    Early Career Principal Investigator Award.

  • 20040101

    NSF CAREER Award.

  • 20030101

    Best Paper Award.

  • 20020101

    Best Paper Award (Applied Research).

  • 20010101

    Ameritech Faculty Fellowship.

  • 19920101

    STEP Award for Best Undergraduate Honors Project at IIT Roorkee..

Edited Books

2009

  • 2009. "Proceedings of the 9th SIAM International Conference on Data Mining." SIAM Press.

Chapters

2011

  • 2011. "Community Discovery in Social Networks: Applications, Methods and Emerging Trends." In Social Network Data Analytics, edited by Charu Aggarwal,

2009

  • 2009. "A Survey on Mining Biological Graphs." In Graph Mining, edited by C. Aggarwal,

2008

  • 2008. "Architecture Conscious Data Mining: Current Progress and Future Outllook." In Next Generation Data Mining, edited by H. Kargupta et al.,

2006

  • 2006. "A Survey of Distributed Mining of Data Streams." In Data Streams: Models and Algorithms, edited by C. Aggarwal,

2004

  • 2004. "Mining of Complex Evolutionary Phenomena." In Next Generation Data Mining, edited by H. Kargupta, K. Sivakumar and A. Joshi,

2002

  • 2002. "On the Use of Temporally Constrained Associations for Web Log Mining." In Mining Web Data for Usage Patterns and Profiles, edited by B. Masand et al.,

2000

  • 2000. "Sequence Mining in Dynamic and Interactive Environments." In Knowledge Discovery for Business Information Systems, edited by W. Abramowicz and J. Zurada,
  • 2000. "Facilitating Data Mining on a Network of Workstations." In Advances in Distributed and Parallel Knowledge Discovery, edited by P. Chan and H. Kargupta,

1997

  • 1997. "Customized Dynamic Load Balancing for Cluster Computing." In High Performance Cluster Computing: Architectures and Systems: Volume 1, edited by R. Buyya,

Journal Articles

2013

  • Fuhry, D.; Zhang, Y.; Satuluri, V.; Nandi, A. et al., 2013, "PLASMA-HD: Probing the LAttice structure and MAkeup of highdimensional data." Proceedings of the VLDB Endowment 6, no. 12, 1318-1321 - 1318-1321.

2010

  • G. Orair, C. Teixeira, Y. Wang, W. Meira and S. Parthasarathy, 2010, Distance Based Outlier Detection: Consolidation and Renewed Bearing. PVLDB Journal 3, no. 1, 1469-1480 - 1469-1480.
  • Orair, G.H.; Teixeira, C.H.C.; Meira, W.; Wang, Y. et al., 2010, "Distance-based outlier detection: Consolidation and renewed bearing." Proceedings of the VLDB Endowment 3, no. 2, 1469-1480 - 1469-1480.

2009

  • B-C Ooi and S. Parthasarathy, 2009, Data Management on Cloud Computing Platforms: Guest Editorial. IEEE Technical Bulletin on Data Engineering 32, no. 1, 1-82 - 1-82.
  • Tatikonda, S.; Parthasarathy, S., 2009, "Mining rree-structured data on multicore systems." Proceedings of the VLDB Endowment 2, no. 1, 694-705 - 694-705.

2008

2007

2005

  • S. Parthasarathy, W. Wang and M. Zaki, 2005, BIOKDD Workshop Report. ACM Special Interest Group on Knowledge Discovery and Data Mining Newsletter 7, no. 2, 129-131 - 129-131.
  • M. Twa , S. Parthasarathy S, C. Roberts, A. Mahmoud, T. Raasch and M. Bullimore, 2005, "Automated decision tree classification of corneal shape.." Optometry And Vision Science: Official Publication Of The American Academy Of Optometry 82, no. 12, 1038-1046 - 1038-1046.

2001

  • S. Parthasarathy and R. Subramonian, 2001, "An Interactive Resource-Aware Framework for Distributed Data Mining." IEEE Technical Committee on Distributed Processing Letters 24-32 - 24-32.
  • S. Parthasarathy, M. Zaki, M. Ogihara and W. Li, 2001, Parallel data mining for association rules on shared-memory systems. Knowledge and Information Systems 3, no. 1, 1-29 - 1-29.

1999

  • V. Gupta, S. Parthasarathy and M. Zaki, 1999, "Arithmetic and Logic Operations with DNA." American Mathematical Society Series in Discrete Mathematics and Theoretical Computer Science 48, 149-159 - 149-159.

1997

  • M. Zaki, S. Parthasarathy, M. Ogihara, and W. Li, 1997, "Parallel algorithms for discovery of association rules." Data Mining and Knowledge Discovery 1, no. 4, 343-373 - 343-373.

Unknown

  • Roychowdhury, A., "Accelerated Stochastic Quasi-Newton Optimization on Riemann Manifolds."
  • Clemons, T.; Faisal, S.M.; Tatikonda, S.; Aggarawl, C. et al., "Hash in a Flash: Hash Tables for Solid State Devices."
  • Purohit, H.; Ruan, Y.; Fuhry, D.; Parthasarathy, S. et al., "On the Role of Social Identity and Cohesion in Characterizing Online Social Communities."
  • Roy, S.; Clemons, T.; Faisal, S.M.; Liu, K. et al., "Elastic Fidelity: Trading-off Computational Accuracy for Energy Reduction."

Presentations

  • "Incremental Mining of Frequent Itemsets & On the Role of Data Mining in BiomedicalInformatics: A tale of two projects." 2002, Presented at Lawrence Livermore National Laboratories Seminar Series,
  • "Invited Speaker: Resource-Aware Data Mining." 2002, Presented at Warren Neel Conference on the New Frontiers of Statistical Data Mining, Knowledge Discovery and E-Business,
  • "Mining Protein Interaction Networks." 2006, Presented at National University of Singapore Seminar Series,
  • "Invited Speaker: Architecture Conscious Data Mining: Current Progress and Future Outlook." 2007, Presented at NSF Next Generation Data Mining 2007,
  • "High Performance Data Mining on Modern and Emerging Architectures." 2007, Presented at IBM T. J. Watson Seminar Series,
  • "Analyzing Protein Interaction Networks: A Case for Ensemble Clustering." 2008, Presented at National University of Singapore Seminar Series,
  • "Towards Visual Knowledge Discovery and Analytics." 2008, Presented at University of Melbourne Seminar Series,
  • Toward Scalable Stochastic Flow Algorithms. 2011, Presented at Laboratory d;Informatique de Grenoble,
  • "Invited Speaker: Resource and Location Aware Data Mining." 2001, Presented at Institute for Operations Research and Management Sciences Annual Conference (INFORMS),
  • "High Performance Data Mining." 2004, Presented at Intel Research Seminar Series,
  • "Data Mining on Modern and Emerging Architectures." 2005, Presented at Indian Institute of Technology, Madras (Chennai), Seminar Series,
  • "Invited Tutorial: High Performance Data Mining: Consolidation and Renewed Bearing." 2006, Presented at Conference on the Management of Data (COMAD),
  • "High Performance Data Mining." 2006, Presented at Central State University,
  • "Invited Keynote: Analyzing Protein Interaction Networks: A Case for Ensemble Clustering." 2007, Presented at IEEE ICDM Workshop on Bioinformatics,
  • "Invited Keynote: Mining and Managing Tree Structured Data Efficiently." 2008, Presented at High Performance Data Mining Workshop,
  • "Exploiting Structural and Spatial Relationships in Analyzing Biomedical Datasets." 2004, Presented at Institute for Operations Research and Management Sciences Annual Conference,,
  • "Invited Speaker: Dynamic Classification of Defect Structures in Molecular Dynamics Simulation Data." 2005, Presented at Interface Conference,
  • "Data Mining on Modern and Emerging Architectures." 2005, Presented at Carnegie Mellon University, Database Seminar Series,
  • "Analyzing Protein Interaction Networks: A Case for Ensemble Clustering." 2007, Presented at University of Notre Dame, Computer Science Seminar Series,
  • "New Results in Architecture-aware and High Performance Data Mining." 2008, Presented at University of Reading, Systems Seminar Series,
  • "Towards Visual Knowledge Discovery and Analytics." 2008, Presented at Brasser Distinguished Seminar Series at the University of Sydney,
  • "Towards Visual Knowledge Discovery and Analytics." 2008, Presented at National University of Singapore Seminar Series,
  • "Faculty Recruiting Talk: Active Mining in a Distributed Setting." 2000, Presented at Ohio State Univ.; Penn State Univ.; Rochester Institute of Tech; Rutgers Univ.; SUNY Buffalo; Univ. of Chicago; Univ. of Delaware; Univ. of Illinois; Univ. of Rochester; Univ. Texas at Dallas; and U. Toronto.,
  • "Invited Speaker: Novel Algorithms for Anomaly Detection using Machine Learning." 2005, Presented at Institute for Operations Research and Management Sciences Annual Conference (INFORMS),
  • "Invited Speaker: High Performance Data Mining: Cache and I/O Conscious Algorithms." 2005, Presented at First Bertinoro Workshop on Data Mining,
  • "Invited Speaker: Architecture Conscious Data Mining: Current Progress and Future Outlook." 2007, Presented at NIPS Workshop on Scalable Machine Learning,
  • "Invited Speaker: Analyzing Protein Interaction Networks: A Case for Ensemble Clustering." 2007, Presented at Institute for Pure and Applied Mathematics, UCLA,
  • "Architecture Conscious Data Mining: Current Progress and Future Outlook." 2008, Presented at National University of Singapore, Seminar Series,
  • "Towards Visual Knowledge Discovery and Analytics." 2009, Presented at Wright State University, Knoesis and Computer Science Seminar Series,
  • "Invited Keynote: Architecture Conscious Data Mining: Consolidation and Renewed Bearing." 2009, Presented at Brazilian National Symposium on Databases (WAAMD),

Papers in Proceedings

2017

  • Parthasarathy, S.; Sivakoff, D.; Tian, M.; Wang, Y. "A quest to unravel the metric structure behind perturbed networks." in Symposium on Computational Geometry (SoCG). (1 2017).

2016

  • Chakrabarti, A.; Parthasarathy, S.; Stewart, C. "Green- and Heterogeneity-Aware Partitioning for Data Analytics." in IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS). (1 2016).
  • Bandyopadhyay, B.; Fuhry, D.; Chakrabarti, A.; Parthasarathy, S. "Topological Graph Sketching for Incremental and Scalable Analytics." in 25th ACM International Conference on Information and Knowledge Management (CIKM). (1 2016).
  • Mahajan, D.; Kolathur, V.; Bansal, C.; Parthasarathy, S. et al. "Hashtag Recommendation for Enterprise Applications." in 25th ACM International Conference on Information and Knowledge Management (CIKM). (1 2016).
  • Chakrabarti, A.; Parthasarathy, S.; Stewart, C.; IEEE, "Green- and Heterogeneity-Aware Partitioning for Data Analytics." (1 2016).
  • Bandyopadhyay, B.; Fuhry, D.; Chakrabarti, A.; Parthasarathy, S. et al. "Topological Graph Sketching for Incremental and Scalable Analytics." (1 2016).
  • Chakrabarti, A.; Parthasarathy, S.; Stewart, C. "Green- and heterogeneity-aware partitioning for data analytics." (9 2016).
  • Mahajan, D.; Kolathur, V.; Bansal, C.; Parthasarathy, S. et al. "Hashtag Recommendation for Enterprise Applications." (1 2016).
  • Mahajan, D.; Kolathur, V.; Bansal, C.; Parthasarathy, S. et al. "Hashtag recommendation for enterprise applications." (10 2016).
  • Bandyopadhyay, B.; Fuhry, D.; Chakrabarti, A.; Parthasarathy, S. "Topological graph sketching for incremental and scalable analytics." (10 2016).
  • Aniket Chakrabarti and Christopher Stewart and Srini Parthasarathy "Green- and Heterogeneity-Aware Partitioning for Data Analytics." (4 2016).

2015

  • Sedaghati, N.; Ashari, A.; Pouchet, L-N.; Parthasarathy, S. et al. "Characterizing Dataset Dependence for Sparse Matrix-Vector Multiplication on GPUs." in 2nd Workshop on Parallel Programming for Analytics Applications (PPAA). (1 2015).
  • Faisal, S.M.; Tziantzioulis, G.; Gok, A.M.; Hardavellas, N. et al. "Edge Importance Identification for Energy Efficient Graph Processing." (1 2015).
  • Faisal, S.M.; Tziantzioulis, G.; Gok, A.M.; Hardavellas, N. et al. "Edge Importance Identification for Energy Efficient Graph Processing." in IEEE International Conference on Big Data. (1 2015).
  • Naser Sedaghati, Arash Ashari, Louis-Noel Pouchet, Srinivasan Parthasarathy and P. Sadayappan "Characterizing Dataset Dependence for Sparse Matrix-Vector Multiplication on GPUs." in 2nd Workshop on Parallel Programming for Analytics Applications (PPAA’15), in conjunction with PPoPP 2015. (2 2015).
  • Sedaghati, N.; Ashari, A.; Pouchet, L-N.; Parthasarathy, S. et al. "Characterizing Dataset Dependence for Sparse Matrix-Vector Multiplication on GPUs." (1 2015).
  • Liu, X.; Parthasarathy, S.; Shen, H-W.; Hu, Y. et al. "GalaxyExplorer: Influence-Driven Visual Exploration of Context-Specific Social Media Interactions." (1 2015).
  • Liu, X.; Parthasarathy, S.; Shen, H-W.; Hu, Y. "GalaxyExplorer: Influence-Driven Visual Exploration of Context-Specific Social Media Interactions." in 24th International Conference on World Wide Web (WWW). (1 2015).
  • Faisal, S.M.; Tziantzioulis, G.; Gok, A.M.; Hardavellas, N. et al. "Edge importance identification for energy efficient graph processing." (12 2015).
  • Faisal, S.M.; Parthasarathy, S.; Sadayappan, P. "Global graphs: A middleware for large scale graph processing." (1 2015).
  • Liu, X.; Parthasarathy, S.; Shen, H.W.; Hu, Y. "GalaxyExplorer: Influence-driven visual exploration of context-specific social media interactions." (5 2015).
  • Buehrer, G.; De Oliveira, R.L.; Fuhry, D.; Parthasarathy, S. "Towards a parameter-free and parallel itemset mining algorithm in linearithmic time." (1 2015).
  • Sedaghati, N.; Ashari, A.; Pouchet, L.N.; Parthasarathy, S. et al. "Characterizing dataset dependence for sparse matrix-vector multiplication on GPUS." (1 2015).

2014

  • Faisal, S.M.; Parthasarathy, S.; Sadayappan, P.; IEEE, "Global Graphs: A Middleware For Large Scale Graph Processing." (1 2014).
  • Lourenço, R.; Veloso, A.; Pereira, A.; Meira, W. et al. "Economically-efficient sentiment stream analysis." (1 2014).
  • Ruan, Y.; Parthasarathy, S. "Simultaneous detection of communities and roles from large networks." (1 2014).
  • Faisal, S.M.; Parthasarathy, S.; Sadayappan, P. "Global Graphs: A Middleware For Large Scale Graph Processing." in IEEE International Conference on Big Data. (1 2014).
  • Shih, Y.K.; Kim, S.; Ruan, Y.; Cheng, J. et al. "Component detection in directed networks." (1 2014).
  • Obradovic, Z.; Zaki, M.J.; Kamath, C.; Parthasarathy, S. "Welcome letters." (1 2014).

2013

  • Clemons, T.; Faisal, S.M.; Tatikonda, S.; Aggarwal, C. et al. "Hash in a flash: Hash tables for flash devices." (12 2013).
  • Clemons, T.; Faisal, S.M.; Tatikonda, S.; Aggarwal, C. et al. "Hash in a Flash: Hash Tables for Flash Devices." (1 2013).
  • Wang, Y.; Parthasarathy, S.; Sadayappan, P. "Stratification Driven Placement of Complex Data: A Framework for Distributed Data Analytics." in 29th IEEE International Conference on Data Engineering (ICDE). (1 2013).
  • Shih, Y.K.; Parthasarathy, S. "Identifying protein complexes in AP-MS data with negative evidence via soft markov clustering." (11 2013).
  • Clemons, T.; Faisal, S.M.; Tatikonda, S.; Aggarwal, C. et al. "Hash in a Flash: Hash Tables for Flash Devices." in IEEE International Conference on Big Data (Big Data). (1 2013).
  • Wang, Y.; Parthasarathy, S.; Sadayappan, P. "Stratification driven placement of complex data: A framework for distributed data analytics." (8 2013).
  • Wang, Y.; Parthasarathy, S.; Sadayappan, P.; IEEE, "Stratification Driven Placement of Complex Data: A Framework for Distributed Data Analytics." (1 2013).

2012

  • Zhang, Y.; Parthasarathy, S. "Extracting analyzing and visualizing triangle K-core motifs within networks." (7 2012).
  • Zhang, Y.; Parthasarathy, S.; IEEE, "Extracting Analyzing and Visualizing Triangle K-Core Motifs within Networks." (1 2012).
  • Yang, X.; Ghoting, A.; Ruan, Y.; Parthasarathy, S. "A framework for summarizing and analyzing twitter feeds." (9 2012).
  • Zhang, Y.; Parthasarathy, S. "Extracting Analyzing and Visualizing Triangle K-Core Motifs within Networks." in 28th IEEE International Conference on Data Engineering (ICDE). (1 2012).

2011

  • V. Satuluri, S. Parthasarathy and Y. Ruan Local Graph Sparsification for Scalable Clustering. in ACM Conference on Management of Data (SIGMOD). http://www.informatik.uni-trier.de/~ley/db/conf/sigmod/sigmod2011.html#SatuluriPR11, (6 2011).
  • V. Satuluri and S. Parthasarathy Symmetrizations for Clustering Directed Graphs. in International Conference on Extending Database Technology. http://www.informatik.uni-trier.de/~ley/db/conf/edbt/edbt2011.html#SatuluriP11, (3 2011).
  • R. Sakellariou, S. Orlando, J. Larriba-Pey, S. Parthasarathy and D. Zeinalipour-Yazti "Parallel and Distributed Data Management." in Europeam Parallel Processing Conference (EuroPar). (1 2011).
  • Wang, Y.; Parthasarathy, S.; Tatikonda, S.; IEEE, "Locality Sensitive Outlier Detection: A Ranking Driven Approach." (1 2011).
  • Yu-Keng Shih and Srinivasan Parthasarathy "Scalable Multiple Global Network Alignment for Biological Data." in ACM Bioinformatics (BCB). (1 2011).
  • Satuluri, V.; Parthasarathy, S. "Symmetrizations for clustering directed graphs." (4 2011).
  • Wang, Y.; Parthasarathy, S.; Tatikonda, S. "Locality sensitive outlier detection: A ranking driven approach." (6 2011).
  • Satuluri, V.; Parthasarathy, S.; Ruan, Y. "Local graph sparsification for scalable clustering." (7 2011).
  • Y. Wang, S. Parthasarathy and S. Tatikonda Locality Sensitive Outlier Detection: A Ranking Driven Approach. in International Conference on Data Engineering. http://www.informatik.uni-trier.de/~ley/db/conf/icde/icde2011.html#WangPT11, (4 2011).
  • X. Yang, S. Parthasarathy and P. Sadayappan "Fast Sparse Matrix Vector Multiplication on GPUS: Implications for Graph Mining." in VLDB Conference, 2011. (9 2011).
  • Shih, Y.K.; Parthasarathy, S. "Scalable multiple global network alignment for biological data." (12 2011).
  • Di Fatta, G.; Liotta, A.; Agoulmine, N.; Agrawal, G. et al. "Preface." (12 2011).
  • Wang, Y.; Parthasarathy, S.; Tatikonda, S. "Locality Sensitive Outlier Detection: A Ranking Driven Approach." in IEEE 27th International Conference on Data Engineering (ICDE 2011). (1 2011).

2010

  • Patel, D.; Hsu, W.; Lee, M.L.; Parthasarathy, S. "Lag patterns in time series databases." (11 2010).
  • Srihari, S.; Chandrashekar, S.; Parthasarathy, S. "A Framework for SQL-Based Mining of Large Graphs on Relational Databases." in 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining. (1 2010).
  • Tatikonda, S.; Parthasarathy, S.; IEEE, "Hashing Tree-Structured Data: Methods and Applications." (1 2010).
  • Tatikonda, S.; Parthasarathy, S. "Hashing Tree-Structured Data: Methods and Applications." in 26th IEEE International Conference on Data Engineering (ICDE 2010). (1 2010).
  • V. Satuluri, S. Parthasarathy and D. Ucar "Markov Clustering of Networks with Improved Balance and Scalability." in ACM Conference on Bioinformatics and Computational Biology. (8 2010).
  • Parthasarathy, S.; Liu, B.; Kamath, C. "Welcome from the conference chairs." (12 2010).
  • Sakellariou, R.; Orlando, S.; Larriba-Pey, J.L.; Parthasarathy, S. et al. "Parallel and Distributed Data Management." in 16th International Euro-Par Conference on Parallel Processing. (1 2010).
  • Patel, D.; Hsu, W.; Lee, M.L.; Parthasarathy, S. "Lag Patterns in Time Series Databases." in 21st International Conference on Database and Expert systems Applications. (1 2010).
  • Satuluri, V.; Parthasarathy, S.; Ucar, D. "Markov Clustering of protein interaction networks with improved balance and scalability." (10 2010).
  • S. Srihari, S. Chandrashekar and S. Parthasarathy "A Framework for SQL-based Mining of Large Graphs on Relational Databases." in Proceedings of the Pacific Asian Knowledge Discovery in Data (PAKDD) conference. (6 2010).
  • Srihari, S.; Chandrashekar, S.; Parthasarathy, S. "A Framework for SQL-Based Mining of Large Graphs on Relational Databases." (1 2010).
  • Srihari, S.; Chandrashekar, S.; Parthasarathy, S. "A framework for SQL-based mining of large graphs on relational databases." (12 2010).
  • "Proceedings of the 10th SIAM International Conference on Data Mining." (1 2010).
  • Sakellariou, R.; Orlando, S.; Larriba-Pey, J.L.; Parthasarathy, S. et al. "Parallel and Distributed Data Management." (1 2010).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S.; ACM, "A Distributed Placement Service for Graph-Structured and Tree-Structured Data." (1 2010).
  • Patel, D.; Hsu, W.; Lee, M.L.; Parthasarathy, S. "Lag Patterns in Time Series Databases." (1 2010).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S. "A distributed placement service for graph-structured and tree-structured data." (3 2010).
  • Dhaval Patel, Wynne Hsu, Mong-Li Lee and S. Parthasarathy Lag Patterns in Time Series Databases. in Databases and Expert Systems (DEXA). http://www.informatik.uni-trier.de/~ley/db/conf/dexa/dexa2010-2.html#PatelHLP10, (10 2010).
  • Sakellariou, R.; Orlando, S.; Larriba-Pey, J.L.; Parthasarathy, S. et al. "Parallel and distributed data management." (11 2010).
  • Tatikonda, S.; Parthasarathy, S. "Hashing tree-structured data: Methods and applications." (6 2010).
  • S. Tatikonda and S. Parthasarathy "Hashing Tree Structured Data: Methods and Applications." in IEEE International Conference on Data Engineering (ICDE). (3 2010).
  • G. Orair, C. Teixeira, Y. Wang, W. Meira and S. Parthasarathy "Distance Based outlier Detection: Consolidation and Renewed Bearing." in Very Large Databases Conference. (10 2010).
  • G. Buehrer, S. Parthasarathy, and S. Tatikonda "A Distributed Placement Service for Graph- Structured and Transactional Datasets." in ACM Symposium on Principles and Practice of Parallel Programming. (1 2010).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S. "A Distributed Placement Service for Graph-Structured and Tree-Structured Data." in 15th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming. (1 2010).

2009

  • Ucar, D.; Altiparmak, F.; Ferhatosmanoglu, H.; Parthasarathy, S. "Mutual Information Based Extrinsic Similarity for Microarray Analysis." (1 2009).
  • Tran, Q.T.; Chan, C-Y.; Parthasarathy, S.; ACM, "Query by Output." (1 2009).
  • Z. Zhang, B. Ooi, S. Parthasarathy and A. Tung "Similarity Search on Bregman Divergence: Towards Non-Metric Indexing." in 35th International Conference on Very Large Databases (VLDB). (8 2009).
  • Asur, S.; Parthasarathy, S.; ACM, "A Viewpoint-based Approach for Interaction Graph Analysis." (1 2009).
  • Satuluri, V.; Parthasarathy, S.; ACM, "Scalable Graph Clustering Using Stochastic Flows: Applications to Community Discovery." (1 2009).
  • D. Ucar, A. Beyer, S. Parthasarathy and C. Workman "Predicting Functionality of Protein-DNA Interactions by Integrating Diverse Evidence." in International Conference on Intelligent Systems and Molecular Biology (ISMB). (7 2009).
  • S. Asur and S. Parthasarathy A Viewpoint-based Approach for Interaction Graph Analysis. in Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD09). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2009.html#AsurP09, (7 2009).
  • Satuluri, V.; Parthasarathy, S. "Scalable Graph Clustering Using Stochastic Flows: Applications to Community Discovery." in 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (1 2009).
  • Ucar, D.; Altiparmak, F.; Ferhatosmanoglu, H.; Parthasarathy, S. "Mutual information based extrinsic similarity for microarray analysis." (8 2009).
  • Tran, Q.T.; Chan, C.Y.; Parthasarathy, S. "Query by output." (12 2009).
  • Asur, S.; Parthasarathy, S. "A Viewpoint-based Approach for Interaction Graph Analysis." in 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (1 2009).
  • Quoc, T.T.; Chan, C-Y.; Parthasarathy, S. "Query by Output." in 35th ACM SIGMOD Conference. (1 2009).
  • Satuluri, V.; Parthasarathy, S. "Scalable graph clustering using stochastic flows: Applications to community discovery." (11 2009).
  • Q. Tran, C-Y Chan and S. Parthasarathy Query by Output. in Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2009. http://www.informatik.uni-trier.de/~ley/db/conf/sigmod/sigmod2009.html#TranCP09, (7 2009).
  • V. Satuluri and S. Parthasarathy Scalable graph clustering using stochastic flows: applications to community discovery. in Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD09). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2009.html#SatuluriP09, (7 2009).
  • Ucar, D.; Altiparmak, F.; Ferhatosmanoglu, H.; Parthasarathy, S. "Mutual Information Based Extrinsic Similarity for Microarray Analysis." in 1st International Conference on Bioinformatics and Computational Biology. (1 2009).
  • Parthasarathy, S.; Park, H.; Kamath, C. "Message from the conference co-chairs and acknowledgments." (12 2009).
  • Asur, S.; Parthasarathy, S. "A viewpoint-based approach for interaction graph analysis." (11 2009).
  • Das, M.; Parthasarathy, S. "Anomaly detection and spatio-temporal analysis of global climate system." (11 2009).
  • M. Das and S. Parthasarathy "Anomaly Detection and Spatio-Temporal Analysis of Global Climate System." in 3rd ACM Workshop on Knowledge Discovery from Sensor Data at the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Sensor-KDD). (7 2009).
  • S. Tatikonda and S. Parthasarathy "Mining Tree Structured Data on Multicore Systems." in 35th International Conference on Very Large Databases (VLDB). (8 2009).
  • D. Ucar, F. Altiparmak, H. Ferhatosmanoglu and S. Parthasarathy Mutual Information Based Extrinsic Similarity for Microarray Analysis. in International Conference on Bioinformatics and Computational Biology. http://www.informatik.uni-trier.de/~ley/db/conf/bicob/bicob2009.html#UcarAFP09, (4 2009).

2008

  • Buehrer, G.; Parthasarathy, S.; Goyder, M. "Data Mining on the Cell Broadband Engine." in 22nd ACM International Conference on Supercomputing. (1 2008).
  • Tatikonda, S.; Parthasarathy, S. "An Adaptive Memory Conscious Approach for Mining Frequent Trees Implications for Multi-core Architectures." in ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming (PPoPP 08). (1 2008).
  • Larkins, D.B.; Dinan, J.; Krishnamoorthy, S.; Parthasarathy, S. et al. "Global Trees: A Framework for Linked Data Structures on Distributed Memory Parallel Systems." in International Conference for High Performance Computing, Networking, Storage and Analysis. (1 2008).
  • G. Buehrer, S. Parthasarathy and M. Goyder Data mining on the cell broadband engine. in Proceedings of the 22nd Annual International Conference on Supercomputing, ICS 2008. http://www.informatik.uni-trier.de/~ley/db/conf/ics/ics2008.html#BuehrerPG08, (1 2008).
  • S. Tatikonda and S. Parthasarathy An adaptive memory conscious approach for mining frequent trees: implications for multi-core architectures. in Proceedings of the 13th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, PPOPP 2008. http://www.informatik.uni-trier.de/~ley/db/conf/ppopp/ppopp2008.html#TatikondaP08, (1 2008).
  • X. Yang, S. Asur, S. Parthasarathy and S. Mehta A visual-analytic toolkit for dynamic interaction graphs.. in Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD'08),. http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2008.html#YangAPM08, (1 2008).
  • Larkins, D.B.; Dinan, J.; Krishnamoorthy, S.; Parthasarathy, S. et al. "Global Trees: A Framework for Linked Data Structures on Distributed Memory Parallel Systems." (1 2008).
  • D. Brian Larkins, J. Dinan, S. Krishnamoorthy, S. Parthasarathy, A. Rountev and P. Sadayappan: Global trees: a framework for linked data structures on distributed memory parallel systems.. in Proceedings of the ACM/IEEE Conference on High Performance Computing, SC 2008. http://www.informatik.uni-trier.de/~ley/db/conf/sc/sc2008.html#LarkinsDKPRS08, (1 2008).
  • Tatikonda, S.; Parthasarathy, S.; ACM, "An Adaptive Memory Conscious Approach for Mining Frequent Trees Implications for Multi-core Architectures." (1 2008).
  • N. Wang, S. Parthasarathy, K-L. Tan and A. Tung CSV: visualizing and mining cohesive subgraphs. in Proceedings of the ACM SIGMOD International Conference on Management of Data, SIGMOD 2008. http://www.informatik.uni-trier.de/~ley/db/conf/sigmod/sigmod2008.html#WangPTT08, (1 2008).
  • Yang, X.; Asur, S.; Parthasarathy, S.; Mehta, S. "A visual-analytic toolkit for dynamic interaction graphs." (12 2008).
  • Wangt, N.; Parthasarathy, S.; Tan, K.L.; Tung, A.K.H. "CSV: Visualizing and mining cohesive subgraphs." (12 2008).
  • Buehrer, G.; Parthasarathy, S.; Goyder, M.; ACM, "Data Mining on the Cell Broadband Engine." (1 2008).
  • Larkins, D.B.; Dinan, J.; Krishnamoorthy, S.; Parthasarathy, S. et al. "Global trees: A framework for linked data structures on distributed memory parallel systems." (12 2008).
  • Liu, Z.; Parthasarathy, S.; Ranganathan, A.; Yang, H. "A generic flow algorithm for shared filter ordering problems." (12 2008).
  • Liu, Z.; Parthasarathy, S.; Ranganathan, A.; Yang, H. "Near-optimal algorithms for shared filter evaluation in data stream systems." (12 2008).
  • Buehrer, G.; Parthasarathy, S.; Goyder, M. "Data mining on the cell broadband engine." (12 2008).
  • Tatikonda, S.; Parthasarathy, S. "An adaptive memory conscious approach for mining frequent trees implications for multi-core architectures." (12 2008).

2007

  • S. Parthasarathy Data Mining at the Crossroads: Successes, Failures and Learning From Them. in Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2007.html#Parthasarathy07, (1 2007).
  • S. Tatikonda, S. Parthasarathy and M. Goyder LCS-TRIM: Dynamic Programming Meets XML Indexing and Querying.. in Proceedings of the 33rd International Conference on Very Large Data Bases (VLDB). http://www.informatik.uni-trier.de/~ley/db/conf/vldb/vldb2007.html#TatikondaPG07, (1 2007).
  • "Proceedings of the 7th SIAM International Conference on Data Mining." (1 2007).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transactional data." (1 2007).
  • Ucar, D.; Altiparmak, F.; Ferhatosmanoglu, H.; Parthasarathy, S. "Investigating the use of extrinsic similarity measures for microarray analysis." (1 2007).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S.; Kurc, T. et al. "Toward terabyte pattern mining: An architecture-conscious solution." (10 2007).
  • Wang, C.; Satuluri, V.; Parthasarathy, S. "Local probabilistic models for link prediction." (12 2007).
  • Ghoting, A.; Buehrer, G.; Parthasarathy, S.; Kim, D. et al. "Cache-conscious frequent pattern mining on modern and emerging processors." in 31st International Conferene on Very Large Databases. (1 2007).
  • Wang, C.; Satuluri, V.; Parthasarathy, S. "Local probabilistic models for link prediction." in 7th IEEE International Conference on Data Mining. (1 2007).
  • S. Asur, D. Ucar and S. Parthasarathy "An ensemble framework for clustering protein-protein interaction networks.." in Proceedings 15th International Conference on Intelligent Systems for Molecular Biology (ISMB). (1 2007).
  • Ghoting, A.; Buehrer, G.; Parthasarathy, S.; Kim, D. et al. "Cache-conscious frequent pattern mining on modern and emerging processors." (1 2007).
  • C. Wang, V. Satuluri and S. Parthasarathy Local Probabilistic Models for Link Prediction. in Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2007.html#WangSP07, (1 2007).
  • Parthasarathy, S.; Liu, B. "Proceedings of the 7th SIAM International Conference on Data Mining: Preface." (12 2007).
  • Parthasarathy, S. "Data mining at the crossroads: Successes, failures and learning from them." (12 2007).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transactional data." (12 2007).
  • K. Marsolo, S. Parthasarathy, M. Twa and M. Bullimore "Ensemble Learning by Model-based Spatial Averaging." (1 2007).
  • G. Buehrer, S. Parthasarathy, S. Tatikonda, T. Kurc and J. Saltz Toward terabyte pattern mining: an architecture-conscious solution.. in Proceedings of the 12th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, PPOPP 2007,. http://www.informatik.uni-trier.de/~ley/db/conf/ppopp/ppopp2007.html#BuehrerPTKS07, (1 2007).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transactional data." in ICML Workshop on Statistical Network Analysis. (1 2007).
  • A. Ghoting, G. Buehrer, M. Goyder, S. Tatikonda, X. Zhang, S. Parthasarathy, T. Kurc and J. Saltz Knowledge and Cache Conscious Algorithm Design and Systems Support for Data Mining Algorithms.. in Next Generation Software Workshop held with IPDPS 2007. http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2007.html#GhotingBGTZPKS07, (1 2007).
  • S. Asur and S. Parthasarathy "Correlation-based Feature Partitioning for Rare Event Detection in Wireless Sensor Networks." in In the Proceedings of the 1st ACM Workshop on Knowledge Discovery from Sensor Data at the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Sensor-KDD). (1 2007).
  • A. Ghoting, G. Buehrer, S. Parthasarathy, D. Kim, A. Nguyen, Y-K Chen and P. Dubey Cache-conscious frequent pattern mining on modern and emerging processors. http://www.informatik.uni-trier.de/~ley/db/journals/vldb/vldb16.html#GhotingBPKNCD07, (1 2007).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M. "Ensernble-learning by model-based spatial averaging." in AMS/IMS/SIAM Joint Summer Research Conference on Machine and Statistical Learning - Prediction and Discovery. (1 2007).
  • Ghoting, A.; Buehrer, G.; Goyder, M.; Tatikonda, S. et al. "Knowledge and cache conscious algorithm design and systems support for data mining algorithms." (9 2007).
  • Parthasarathy, S. "Data Mining at the Crossroads: Successes, Failures and Learning From Them." (1 2007).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S.; Kurc, T. et al. "Toward Terabyte Pattern Mining An Architecture-conscious Solution." (1 2007).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M. "Ensernble-learning by model-based spatial averaging." (1 2007).
  • Buehrer, G.; Parthasarathy, S.; Tatikonda, S.; Kurc, T. et al. "Toward Terabyte Pattern Mining An Architecture-conscious Solution." in ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming. (1 2007).
  • Parthasarathy, S. "Data Mining at the Crossroads: Successes, Failures and Learning From Them." in 13th International Conference on Knowledge Discovery and Data Mining. (1 2007).
  • Tatikonda, S.; Parthasarathy, S.; Goyder, M. "LCS-TRIM: Dynamic programming meets XML indexing and querying." (1 2007).
  • Wang, C.; Satuluri, V.; Parthasarathy, S. "Local probabilistic models for link prediction." (1 2007).
  • Ghoting, A.; Buehrer, G.; Parthasarathy, S.; Kim, D. et al. "Cache-conscious frequent pattern mining on modern and emerging processors." (1 2007).

2006

  • X. Zhang, T. Kurc, J. Saltz and S. Parthasarathy Design and analysis of a multi-dimensional data sampling service for large scale data analysis applications. in 20th International Parallel and Distributed Processing Symposium (IPDPS 2006). http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2006.html#ZhangKSP06, (1 2006).
  • H. Yang and S. Parthasarathy Mining Spatial and Spatio-Temporal Patterns in Scientific Data. in Proceedings of the 22nd International Conference on Data Engineering Workshops. http://www.informatik.uni-trier.de/~ley/db/conf/icde/icdew2006.html#YangP06, (1 2006).
  • Ghoting, A.; Parthasarathy, S. "Knowledge-conscious data clustering." in 10th European Conference on Principle and Practice of Knowledge Discovery in Databases. (1 2006).
  • S. Tatikonda, S. Parthasarathy and T. Kurc TRIPS and TIDES: New Algorithms for Tree Mining. in Proceedings of the 2006 ACM International Conference on Information and Knowledge Management (CIKM). http://www.informatik.uni-trier.de/~ley/db/conf/cikm/cikm2006.html#TatikondaPK06, (1 2006).
  • Xi, Z.; Kurc, T.; Saltz, J.; Parthasarathy, S. "Design and analysis of a multi-dimensional data sampling service for large scale data analysis applications." (12 2006).
  • Ucar, D.; Asur, S.; Catalyurek, U.; Parthasarathy, S. "Improving functional modularity in protein-protein interactions graphs using hub-induced subgraphs." (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machiraju, R. "On trajectory representation for scientific features." (12 2006).
  • Ucar, D.; Asur, S.; Catalyurek, U.; Parthasarathy, S. "Improving functional modularity in protein-protein interactions graphs using hub-induced subgraphs." in 10th European Conference on Principle and Practice of Knowledge Discovery in Databases. (1 2006).
  • S. Tatikonda, S. Mehta, and S. Parthasarathy Containment Policies for Transmissible Diseases. in Proceedings of SIAM Workshop on Spatial Data Mining. http://www.cs.dartmouth.edu/~cbk/sdm06/tatikonda-mehta-parthasarathy-sdm06.pdf, (1 2006).
  • Otey, M.E.; Parthasarathy, S.; Trost, D.C. "Dissimilarity Measures for Detecting Hepatotoxicity in Clinical Trial Data." in 6th SIAM International Conference on Data Mining. (1 2006).
  • M. Otey, S. Parthasarathy and D. Trost Dissimilarity Measures for Detecting Hepatotoxicity in Clinical Trial Data. in Proceedings of the Sixth SIAM International Conference on Data Mining (SDM'06),. http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2006.html#OteyPT06, (1 2006).
  • Wang, C.; Parthasarathy, S.; Jin, R.M. "A decomposition-based probabilistic framework for estimating the selectivity of XML twig queries." in 10th International Conference on Extending Database Technology (EDBT). (1 2006).
  • S. Mehta, S. Parthasarathy and R. Machiraju On Trajectory Representation for Scientific Features.. in Proceedings of the 6th IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2006.html#MehtaPM06, (1 2006).
  • Tatikonda, S.; Parthasarathy, S.; Kurc, T. "TRIPS and TIDES: New algorithms for tree mining." (12 2006).
  • Ghoting, A.; Parthasarathy, S. "Knowledge-conscious data clustering." (1 2006).
  • Buehrer, G.; Parthasarathy, S.; Ghoting, A. "Out-of-core frequent pattern mining on a commodity PC." (10 2006).
  • Buehrer, G.; Ghoting, A.; Zhang, X.; Tatikonda, S. et al. "I/O conscious algorithm design and systems support for data analysis on emerging architectures." (12 2006).
  • D. Ucar, S. Asur, U. Catalyurek, and S. Parthasarathy Improving Functional Modularity in Protein-Protein Interactions Graphs Using Hub-induced Subgraphs. in 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2006.html#UcarACP06, (1 2006).
  • Buehrer, G.; Chen, Y.K.; Parthasarathy, S.; Nguyen, A. et al. "Efficient pattern mining on shared memory systems: Implications for chip multiprocessor architectures." (12 2006).
  • Buehrer, G.; Parthasarathy, S.; Chen, Y.K. "Adaptive parallel graph mining for CMP architectures." (12 2006).
  • S. Asur, S. Parthasarathy and D. Ucar An Ensemble Approach for Clustering Scale-Free Graphs. in Workshop on Link Analysis: Dynamics and Static of Large Networks (LinkKDD2006). http://kt.ijs.si/Dunja/LinkKDD2006/Papers/asur.pdf, (1 2006).
  • S. Asur, P. Raman, M. Otey and S. Parthasarathy "A model-based approach for mining membrane protein crystallization trials.." in Proceedings 14th International Conference on Intelligent Systems for Molecular Biology (ISMB). (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machiraju, R.; Keim, D. "Visual exploration of spatio-temporal relationships for scientific data." (1 2006).
  • Buehrer, G.; Parthasarathy, S.; Chen, Y-K. "Adaptive parallel graph mining for CMP architectures." (1 2006).
  • K. Marsolo, S. Parthasarathy and K. Rao Structure-based querying of proteins using wavelets. in Proceedings of the 2006 ACM International Conference on Information and Knowledge Management (CIKM). http://www.informatik.uni-trier.de/~ley/db/conf/cikm/cikm2006.html#TatikondaPK06, (1 2006).
  • Wang, C.; Parthasarathy, S.; Jin, R.M. "A decomposition-based probabilistic framework for estimating the selectivity of XML twig queries." (1 2006).
  • Marsolo, K.; Parthasarathy, S.; Ramamohanarao, K. "Structure-based querying of proteins using wavelets." (12 2006).
  • Buehrer, G.; Parthasarathy, S.; Chen, Y-K. "Adaptive parallel graph mining for CMP architectures." in 6th IEEE International Conference on Data Mining. (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machiraju, R. "On trajectory representation for scientific features." in 6th IEEE International Conference on Data Mining. (1 2006).
  • Ghoting, A.; Parthasarathy, S. "Knowledge-conscious data clustering." (1 2006).
  • A. Ghoting and S. Parthasarathy Knowledge-Conscious Exploratory Data Clustering. in 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2006.html#GhotingP06, (1 2006).
  • Wang, C.; Parthasarathy, S. "Summarizing itemset patterns using probabilistic models." (10 2006).
  • Otey, M.E.; Parthasarathy, S.; Trost, D.C. "Dissimilarity measures for detecting hepatotoxicity in clinical trial data." (7 2006).
  • Wang, C.; Parthasarathy, S.; Jin, R. "A decomposition-based probabilistic framework for estimating the selectivity of XML twig queries." (7 2006).
  • Otey, M.E.; Parthasarathy, S.; Trost, D.C. "Dissimilarity Measures for Detecting Hepatotoxicity in Clinical Trial Data." (1 2006).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transaction data." in 10th European Conference on Principle and Practice of Knowledge Discovery in Databases. (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machlraju, R. "Visual exploration of spatio-temporal relationships for scientific data." (12 2006).
  • A. Ghoting, S. Parthasarathy, and M. E. Otey Fast Mining of Distance-Based Outliers in High Dimensional Datasets.. in Proceedings of the Sixth SIAM International Conference on Data Mining (SDM'06). http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2006.html#GhotingPO06, (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machiraju, R. "Visual exploration of spatio-temporal relationships for scientific data." in IEEE Symposium on Visual Analytics Science and Technology. (1 2006).
  • Parthasarathy, S.; Mehta, S.; Srinivasan, S. "Robust periodicity detection algorithms." (12 2006).
  • Yang, H.; Parthasarathy, S.; Ucar, D. "Protein folding trajectories analysis: Summarization, event detection and consensus partial folding pathway identification." (1 2006).
  • Marsolo, K.; Parthasarathy, S. "Protein classification using summaries of profile-based frequency matrices." (1 2006).
  • G. Buehrer, S. Parthasarathy, and Y. Chen Adaptive Parallel Graph Mining for CMP Architectures. in Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2006.html#BuehrerPC06, (1 2006).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transaction data." (1 2006).
  • C. Wang and S. Parthasarathy Summarizing itemset patterns using probabilistic models. in Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD'06). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2006.html#WangP06, (1 2006).
  • Wang, C.; Parthasarathy, S. "Learning approximate MRFs from large transaction data." (1 2006).
  • C. Wang and S. Parthasarathy Learning Approximate MRFs From Large Transaction Data. in 10th European Conference on Principles and Practice of Knowledge Discovery in Databases (PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2006.html#WangP06, (1 2006).
  • K. Marsolo and S. Parthasarathy On the Use of Structure and Sequence-Based Features for Protein Classification and Retrieval.. in Proceedings of the 6th IEEE International Conference on Data Mining (ICDM 2006). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2006.html#MarsoloP06, (1 2006).
  • Mehta, S.; Parthasarathy, S.; Machiraju, R. "On trajectory representation for scientific features." (1 2006).
  • G. Buehrer, A. Ghoting, X. Zhang, S. Tatikonda, S. Parthasarathy, T. Kurc, and J. Saltz I/O conscious algorithm design and systems support for data analysis on emerging architectures.. in Next Generation Software Workshop held with IPDPS 2006. http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2006.html#BuehrerGZSPKS06, (1 2006).
  • Ucar, D.; Asur, S.; Catalyurek, U.; Parthasarathy, S. "Improving functional modularity in protein-protein interactions graphs using hub-induced subgraphs." (1 2006).
  • G. Buehrer, S. Parthasarathy, A. Ghoting, Y.Chen, A. Nguyen and D. Kim "Efficient pattern mining on shared memory systems: implications for chip multiprocessor architectures." in Proceedings of the 2006 workshop on Memory system performance and correctness. (1 2006).
  • G. Buehrer, S. Parthasarathy, and A. Ghoting Out-of-core Frequent Pattern Mining on a Commodity PC. in Proceedings of the Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2006.html#BuehrerPG06, (1 2006).
  • C. Wang, S. Parthasarathy and R. Jin A Decomposition-Based Probabilistic Framework for Estimating the Selectivity of XML Twig Queries. in 10th International Conference on Extending Database Technology (EDBT). http://www.informatik.uni-trier.de/~ley/db/conf/edbt/edbt2006.html#WangPJ06, (1 2006).
  • S. Parthasarathy, S. Mehta, and S. Srinivasan Robust Periodicity Detection Algorithms. in Proceedings of the 2006 ACM International Conference on Information and Knowledge Management (CIKM). http://www.informatik.uni-trier.de/~ley/db/conf/cikm/cikm2006.html#ParthasarathyMS06, (1 2006).
  • Yang, H.; Parthasarathy, S. "Mining spatial and Spatio-Temporal patterns in scientific data." (1 2006).
  • Ghosh, J.; Lambert, D.; Braverman, A.; Burl, M. et al. "Proceedings of the Sixth SIAM International Conference on Data Mining: Preface." (7 2006).

2005

  • Ghoting, A.; Buehrer, G.; Parthasarathy, S.; Kim, D. et al. "Cache-conscious frequent pattern mining on a modern processor." (12 2005).
  • Marsolo, K.; Parthasarathy, S. "Alternate representation of distance matrices for characterization of protein structure." (12 2005).
  • D. Ucar, S. Asur, C. Wang and S. Parthasarathy Effective Pre-Processing Strategies for Functional Clustering of a Protein-Protein Interactions Network.. in Fifth IEEE International Symposium on Bioinformatic and Bioengineering (BIBE 2005). http://www.informatik.uni-trier.de/~ley/db/conf/bibe/bibe2005.html#UcarPAW05, (1 2005).
  • M. E. Otey, S. Parthasarathy, and A. Ghoting "An Empirical Comparison of Outlier Detection Algorithms." in ACM SIGKDD 2005 Workshop on Data Mining Methods for Anomaly Detection. (1 2005).
  • Yang, H.; Parthasarathy, S.; Mehta, S. "Mining spatial object associations for scientific data." (12 2005).
  • H. Wang, S. Parthasarathy, A. Ghoting, S. Tatikonda, G. Buehrer, T. Kurc, and J. Saltz Design of a next generation sampling service for large scale data analysis applications.. in 19th Annual International Conference on Supercomputing, ICS 2005. http://www.informatik.uni-trier.de/~ley/db/conf/ics/ics2005.html#WangPGTBKS05, (1 2005).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M.A. "Classification of biomedical data through model-based spatial averaging." (12 2005).
  • M. Otey and S. Parthasarathy "A Dissimilarity Measure for Comparing Subsets of Data: Application to Multivariate Time Series." in IEEE ICDM Workshop on Temporal Data Mining, 2005. (1 2005).
  • H. Yang, S. Parthasarathy, and S. Mehta A generalized framework for mining spatio-temporal patterns in scientific data. in Eleventh ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD'05). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2005.html#YangPM05, (1 2005).
  • H. Yang, S. Parthasarathy, and S. Mehta "Towards Association-based Spatio-temporal Reasoning." in IJCAI2005 Workshop on Spatio-temporal Reasoning. (1 2005).
  • Ucar, D.; Parthasarathy, S.; Asur, S.; Wang, C. et al. "Effective pre-processing strategies for functional clustering of a protein-protein interactions network." (1 2005).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M. "A model-based approach to visualizing classification decisions for patient diagnosis." in 10th Conference on Artificial Intelligence in Medicine (AIME 2005). (1 2005).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M. "A model-based approach to visualizing classification decisions for patient diagnosis." (12 2005).
  • Marsolo, K.; Parthasarathy, S.; Ding, C. "A multi-level approach to SCOP fold recognition." (12 2005).
  • H. Yang, S. Parthasarathy, and S. Mehta Mining Spatial Object Associations for Scientific Data. in Nineteenth International Joint Conference on Artificial Intelligence (IJCAI). http://www.informatik.uni-trier.de/~ley/db/conf/ijcai/ijcai2005.html#YangPM05, (1 2005).
  • Ucar, D.; Parthasarathy, S.; Asur, S.; Wang, C. "Effective pre-processing strategies for functional clustering of a protein-protein interactions network." in 5th IEEE Symposium on Bioinformatics and Bioengineering. (1 2005).
  • Marsolo, K.; Parthasarathy, S. "Alternate representation of distance matrices for characterization of protein structure." (1 2005).
  • Yang, H.; Parthasarathy, S.; Mehta, S. "A generalized framework for mining spatio-temporal patterns in scientific data." (12 2005).
  • Mehta, S.; Barr, S.; Choy, T-S.; Yang, H. et al. "Dynamic Classification of Defect Structures in Molecular Dynamics Simulation Data." in 5th SIAM International Conference on Data Mining. (1 2005).
  • K. Marsolo and S. Parthasarathy Alternate Representation of Distance Matrices for Characterization of Protein Structure. in 5th IEEE International Conference on Data Mining (ICDM 2005). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2005.html#MarsoloP05, (1 2005).
  • K. Marsolo, S. Parthasarathy, and C. Ding A Multi-Level Approach to SCOP Fold Recognition.. in Fifth IEEE International Symposium on Bioinformatic and Bioengineering (BIBE 2005). http://www.informatik.uni-trier.de/~ley/db/conf/bibe/bibe2005.html#MarsoloPD05, (1 2005).
  • A. Ghoting, G. Buehrer, S. Parthasarathy, D. Kim, A. Nguyen, Y. Chen, and P . Dubey A Characterization of Data Mining Workloads on a Modern Processor. in Workshop on Data Management on New Hardware, DaMoN 2005. http://www.informatik.uni-trier.de/~ley/db/conf/damon/damon2005.html#GhotingBPKNCD05, (1 2005).
  • K. Marsolo, S. Parthasarathy, M. Twa and M. Bullimore Classification of Biomedical Data through Model-Based Spatial Averaging.. in Fifth IEEE International Symposium on Bioinformatic and Bioengineering (BIBE 2005). http://www.informatik.uni-trier.de/~ley/db/conf/bibe/bibe2005.html#MarsoloPTB05, (1 2005).
  • Parthasarathy, S.; Wang, W.; Zaki, M. "BIOKDD05: Workshop on data mining in bioinformatics august 21, 2005 chicago, il, usa." (12 2005).
  • Marsolo, K.; Parthasarathy, S.; Ding, C. "A multi-level approach to SCOP fold recognition." in 5th IEEE Symposium on Bioinformatics and Bioengineering. (1 2005).
  • Wang, H.; Ghoting, A.; Buehrer, G.; Tatikonda, S. et al. "A services oriented framework for next generation data analysis centers." (12 2005).
  • Mehta, S.; Barr, S.; Choy, T.S.; Yang, H. et al. "Dynamic classification of defect structures in molecular dynamics simulation data." (12 2005).
  • K. Marsolo, S. Parthasarathy, M. Twa, and M. Bullimore A Model-Based Approach to Visualizing Classification Decisions for Patient Diagnosis.. in 10th Conference on Artificial Intelligence in Medicine, AIME 2005. http://www.informatik.uni-trier.de/~ley/db/conf/aime/aime2005.html#MarsoloPTB05, (1 2005).
  • Ghoting, A.; Buehrer, G.; Parthasarathy, S.; Kim, D. et al. "A characterization of data mining algorithms on a modern processor." (12 2005).
  • H. Wang, A. Ghoting, G. Buehrer, S. Tatikonda, S. Parthasarathy, T. Kurc, and J. Saltz A Services Oriented Framework for Next Generation Data Analysis Centers.. in IEEE IPDPS Next Generation Software Workshop. http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2005.html#WangGBTPKS05, (1 2005).
  • Marsolo, K.; Parthasarathy, S.; Twa, M.; Bullimore, M. "A model-based approach to visualizing classification decisions for patient diagnosis." (1 2005).
  • Marsolo, K.; Parthasarathy, S.; Ding, C.; Society, I.E.E.E.C. "A multi-level approach to SCOP fold recognition." (1 2005).
  • Jin, R.; Wang, C.; Polshakov, D.; Parthasarathy, S. et al. "Discovering frequent topological structures from graph datasets." (12 2005).
  • Yang, H.; Parthasarathy, S.; Mehta, S. "Mining Spatial Object Associations for Scientific Data." (1 2005).
  • A. Ghoting, G. Buehrer, S. Parthasarathy, D. Kim, A. Nguyen, Y. Chen, and P. Dubey Cache-conscious Frequent Pattern Mining on a Modern Processor. in 31st International Conference on Very Large Data Bases (VLDB). http://www.informatik.uni-trier.de/~ley/db/conf/vldb/vldb2005.html#GhotingBPKNCD05, (1 2005).
  • Ucar, D.; Parthasarathy, S.; Asur, S.; Chao, W. "Effective pre-processing strategies for functional clustering of a protein-protein interactions network." (12 2005).
  • Marsolo, K.; Parthasarathy, S. "Alternate representation of distance matrices for characterization of protein structure." in 5th IEEE International Conference on Data Mining. (1 2005).
  • Wang, H.; Parthasarathy, S.; Ghoting, A.; Tatikonda, S. et al. "Design of a next generation sampling service for large scale data analysis applications." (12 2005).
  • R. Jin, C. Wang, D. Polshakov, S. Parthasarathy, and G. Agrawal Discovering frequent topological structures from graph datasets. in Eleventh ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD'05). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2005.html#JinWPPA05, (1 2005).
  • Mehta, S.; Barr, S.; Choy, T-S.; Yang, H. et al. "Dynamic Classification of Defect Structures in Molecular Dynamics Simulation Data." (1 2005).
  • S.Mehta, S.Barr, A.Choy, H.Yang, S.Parthasarathy, R.Machiraju, and J.Wilkins Dynamic Classification of Anomalous Structures in Molecular Dynamics Simulation Data. in 2005 SIAM International Conference on Data Mining (SDM'05). http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2005.html#MehtaBCYPMW05, (1 2005).
  • Wang, H.; Ghoting, A.; Buehrer, G.; Tatikonda, S.; Parthasarathy, S.; Kurc, T.; Saltz, J. "A services oriented framework for next generation data analysis centers." (1 2005).
  • Yang, H.; Parthasarathy, S.; Mehta, S. "Mining Spatial Object Associations for Scientific Data." in 19th International Joint Conference on Artificial Intelligence (IJCAI 05). (1 2005).

2004

  • Ghoting, A.; Otey, M.E.; Parthasarathy, S. "LOADED: Link-based outlier and anomaly detection in evolving data sets." (1 2004).
  • A. Ghoting, M. Otey, and S. Parthasarathy LOADED: Link Based Outlier and Anomaly Detection. in IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2004.html#GhotingOP04, (1 2004).
  • A. Veloso, W. Meira Jr., R. Ferreira, G. Neto and S. Parthasarathy, Asynchronous and Anticipatory Filter-Stream Based Parallel Algorithm for Frequent Itemset Mining. in 8th European Conference on the Practice of Knowledge Discovery in Databases (PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2004.html#VelosoMFNP04, (1 2004).
  • Ghoting, A.; Parthasarathy, S. "Facilitating interactive distributed data stream processing and mining." (12 2004).
  • C. Wang and S. Parthasarathy Parallel Algorithms for Mining Frequent Structural Motifs in Scientific Data. in ACM International Conference on Supercomputing (ICS). http://www.informatik.uni-trier.de/~ley/db/conf/ics/ics2004.html#WangP04, (1 2004).
  • H. Li, K. Marsolo, S. Parthasarathy and D. Polshakov A New Approach to Protein Structure Mining and Alignment,. in 4th Workshop on Data Mining Bioinformmatics (BIOKDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/biokdd2004.html#LiMPP04, (1 2004).
  • Mehta, S.; Parthasarathy, S.; Yang, H. "Correlation preserving discretization." (1 2004).
  • Mehta, S.; Hazzard, K.; Machiraju, R.; Parthasarathy, S. et al. "Detection and visualization of anomalous structures in molecular dynamics simulation data." in IEEE Visualization 2004 Conference. (1 2004).
  • Mehta, S.; Hazzard, K.; Machiraju, R.; Parthasarathy, S. et al. "Detection and visualization of anomalous structures in molecular dynamics simulation data." (12 2004).
  • Ghoting, A.; Otey, M.E.; Parthasarathy, S. "LOADED: Link-based outlier and anomaly detection in evolving data sets." in 4th IEEE International Conference on Data Mining. (1 2004).
  • Ghoting, A.; Otey, M.E.; Parthasarathy, S. "LOADED: Link-based outlier and anomaly detection in evolving data sets." (12 2004).
  • Mehta, S.; Parthasarathy, S.; Yang, H. "Correlation preserving discretization." in 4th IEEE International Conference on Data Mining. (1 2004).
  • D. Thompson, S. Parthasarathy, R. Machiraju, and S. Lawrence Improvements to Response Surface Based Vehicle Design Using a Feature-centric Approach. in International Conference on Computational Science (ICCS). http://www.informatik.uni-trier.de/~ley/db/conf/iccS/iccS2004-3.html#ThompsonPML04, (1 2004).
  • S. Mehta, A. Choy, S. Barr, K. Hazzard, R. Machiraju, S. Parthasarathy, J. Wilkins Detection and Visualization of Anomalous Structures in Molecular Dynamics Simulation Data. in IEEE Visualization Conference (Vis). http://www.informatik.uni-trier.de/~ley/db/conf/visualization/visualization2004.html#MehtaHMPW04, (1 2004).
  • S. Mehta, S. Parthasarathy, and H. Yang Correlation Preserving Discretization. in IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2004.html#MehtaPY04, (1 2004).
  • Mehta, S.; Hazzard, K.; Machiraju, R.; Parthasarathy, S. et al. "Detection and visualization of anomalous structures in molecular dynamics simulation data." (1 2004).
  • A. Ghoting and S. Parthasarathy Facilitating Interactive Distributed Data Stream Processing and Mining. in IEEE International Parallel and Distributed Processing Symposium (IPDPS). http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2004-c.html#GhotingP04, (1 2004).
  • H. Yang, K. Marsolo, S. Parthasarathy, S. Mehta Discovering Spatial Relationships Between Approximately Equivalent Patterns in Contact Maps. in 4th Workshop on Data Mining in Bioinformatics (BIOKDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/biokdd2004.html#MarsoloYPM04, (1 2004).
  • B. Rutt and S. Parthasarathy Exploiting Recurring Usage Patterns to Enhance Filesystem and Memory Subsystem Performance,. in Pacific Asian Conference on Knowledge Discovery and Data Mining (PAKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pakdd/pakdd2004.html#RuttP04, (1 2004).
  • Mehta, S.; Parthasarathy, S.; Yang, H. "Correlation preserving discretization." (12 2004).

2003

  • Otey, M.E.; Wang, C.; Parthasarathy, S.; Veloso, A. et al. "Mining frequent itemsets in distributed and dynamic databases." in 3rd IEEE International Conference on Data Mining. (1 2003).
  • M. Jiang, T.-S. Choy, S. Mehta, M. Coatney, S. Barr, K. Hazzard, D. Richie, S. Parthasarathy, R. Machiraju, D. Thompson, J. Wilkins, and B. Gatlin Feature Mining Paradigms for Scientific Data. in SIAM International Conference on Data Mining (SDM'03). http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2003.html#JiangCMCBHRPMTWG03, (1 2003).
  • Sundaresan, R.; Lauria, M.; Kurc, T.; Parthasarathy, S. et al. "Adaptive polling of grid resource monitors using a slacker coherence model." (1 2003).
  • R. Sundaresan, T. Kurc, M. Lauria, S. Parthasarathy, and J. Saltz A Slacker Coherence Protocol for Pull-based Monitoring of On-line Data Sources. in IEEE International Symposium on Cluster Computing and the Grid (CCGrid). http://www.informatik.uni-trier.de/~ley/db/conf/ccgrid/ccgrid2003.html#SundaresanKLPS03, (1 2003).
  • A. Veloso, M. Otey, S. Parthasarathy and W. Meira, Parallel and Distributed Frequent Itemset Mining on Dynamic Datasets: A Multi-Tiered Approach. in IEEE International Conference on High Performance Computing (HiPC). http://www.informatik.uni-trier.de/~ley/db/conf/hipc/hipc2003.html#VelosoOPM03, (1 2003).
  • M. Otey, A. Veloso, C. Wang, S. Parthasarathy and W. Meira Mining Frequent Itemsets in Distributed and Dynamic Databases. in IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2003.html#OteyWPVM03, (1 2003).
  • Sundaresan, R.; Kurc, T.; Lauria, M.; Parthasarathy, S.; Saltz, J. "A slacker coherence protocol for pull-based monitoring of on-line data sources." (1 2003).
  • Otey, M.; Parthasarathy, S.; Ghoting, A.; Li, G. et al. "Towards NIC-based intrusion detection." (12 2003).
  • Sundaresan, R.; Kurc, T.; Lauria, M.; Parthasarathy, S. et al. "A slacker coherence protocol for pull-based monitoring of on-line data sources." (12 2003).
  • R. Sundaresan, M. Lauria, T. Kurc, S. Parthasarathy, and J. Saltz Adaptive polling of Grid resource monitors using a slacker coherence model,. in International Symposium on High Performance Distributed Computing (HPDC). http://www.informatik.uni-trier.de/~ley/db/conf/hpdc/hpdc2003.html#SundaresanLKPS03, (1 2003).
  • M. Twa, S. Parthasarathy, T. Raasch, and M. Bullimore Decision Tree Classification of Spatial Data patterns from Videokeratography using Zernike Polynomials. in SIAM International Conference on Data Mining (SDM'03). http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2003.html#TwaPRB03, (1 2003).
  • Sundaresan, R.; Lauria, M.; Kurc, T.; Parthasarathy, S.; Saltz, J. "Adaptive polling of grid resource monitors using a slacker coherence model." (1 2003).
  • Twa, M.D.; Parthasarathy, S.; Raasch, T.W.; Bullimore, M.A. "Decision tree classification of spatial data patterns from videokeratography using Zernike polynomials." (1 2003).
  • Coatney, M.; Parthasarathy, S.; SOCIETY, I.C.; SOCIETY, I.C. "MotifMiner: A general toolkit for efficiently identifying common substructures in molecules." (1 2003).
  • Otey, M.E.; Wang, C.; Parthasarathy, S.; Veloso, A. et al. "Mining frequent itemsets in distributed and dynamic databases." (1 2003).
  • Coatney, M.; Parthasarathy, S. "MotifMiner: A general toolkit for efficiently identifying common substructures in molecules." (1 2003).
  • Sundaresan, R.; Kurc, T.; Lauria, M.; Parthasarathy, S. et al. "A slacker coherence protocol for pull-based monitoring of on-line data sources." (1 2003).
  • Jiang, M.; Choy, T.S.; Mehta, S.; Coatney, M. et al. "Feature mining paradigms for scientific data." (1 2003).
  • Sundaresan, R.; Lauria, M.; Kurc, T.; Parthasarathy, S. et al. "Adaptive polling of grid resource monitors using a slacker coherence model." (1 2003).
  • A. Ghoting and S. Parthasarathy "DASPA: A Disk-Aware Stream Processing Architecture." in Workshop on High Performance Data Mining (HPDM). (1 2003).
  • M. Coatney and S. Parthasarathy MotifMiner: A General Toolkit for Efficiently Identifying Common Substructures in Molecules. in IEEE International Symposium on Bioinformatics and Bioengineering (BIBE). http://www.informatik.uni-trier.de/~ley/db/conf/bibe/bibe2003.html#CoatneyP03, (1 2003).
  • Sundaresan, R.; Lauria, M.; Kurc, T.; Parthasarathy, S. et al. "Adaptive polling of grid resource monitors using a slacker coherence model." in 12th IEEE International Symposium on High-Performance Distributed Computing. (1 2003).
  • A. Veloso, W. Meira and S. Parthasarathy New Parallel Algorithms for Frequent Itemset Mining in Very Large Databases. in 15th Annual Brazilian Symposium on Computer Architecture and High Performance Computing (SBAC-PAD). http://www.informatik.uni-trier.de/~ley/db/conf/sbac-pad/sbac-pad2003.html#VelosoMP03, (1 2003).
  • Coatney, M.; Parthasarathy, S. "MotifMiner: A general toolkit for efficiently identifying common substructures in molecules." in 3rd IEEE Symposium on BioInformatics and BioEngineering (BIBE 2003). (1 2003).
  • Jiang, M.; Choy, T.S.; Mehta, S.; Coatney, M. et al. "Feature mining paradigms for scientific data." in 3rd SIAM International Conference on Data Mining. (1 2003).
  • A. Veloso, W. Meira, S. Parthasarathy and M. B. de Carvalho Efficient, Accurate and Privacy-Preserving Data Mining for Frequent Itemsets in Distributed Databases. in Brazilian Symposium on Databases (SBBD). http://www.informatik.uni-trier.de/~ley/db/conf/sbbd/sbbd2003.html#VelosoMPC03, (1 2003).
  • Sundaresan, R.; Kurc, T.; Lauria, M.; Parthasarathy, S. et al. "A slacker coherence protocol for pull-based monitoring of on-line data sources." in 3rd IEEE/ACM International Symposium on Cluster Computing and the Grid (CCGrid2003). (1 2003).
  • Twa, M.D.; Parthasarathy, S.; Raasch, T.W.; Bullimore, M.A. "Decision tree classification of spatial data patterns from videokeratography using Zernike polynomials." in 3rd SIAM International Conference on Data Mining. (1 2003).
  • M. Otey, S. Parthasarathy, A. Ghoting, G. Li, S. Narravula, D. K. Panda Towards NIC-based Intrusion Detection. in ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2003.html#OteyPGLNP03, (1 2003).
  • Otey, M.E.; Wang, C.; Parthasarathy, S.; Veloso, A. et al. "Mining frequent itemsets in distributed and dynamic databases." (12 2003).

2002

  • Parthasarathy, S. "Efficient progressive sampling for association rules." in 2nd IEEE International Conference on Data Mining. (1 2002).
  • Parthasarathy, S.; Coatney, M. "Efficient discovery of common substructures in macromolecules." (12 2002).
  • Parthasarathy, S. "Efficient progressive sampling for association rules." (12 2002).
  • Parthasarathy, S.; Coatney, M. "Efficient discovery of common substructures in macromolecules." in 2nd IEEE International Conference on Data Mining. (1 2002).
  • Veloso, A.; Gusmão, B.; Meira, W.; Carvalho, M. et al. "Efficiently mining approximate models of associations in evolving databases." (12 2002).
  • Veloso, A.A.; Meira, W.; de Carvalho, M.B.; Possas, B. et al. "Mining frequent iternsets in evolving databases." in 2nd SIAM International Conference on Data Mining (SDM 02). (1 2002).
  • S. Parthasarathy and M. Coatney Efficient Discovery of Common Substructures in Macromolecules. in IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2002.html#ParthasarathyC02, (1 2002).
  • M. Coatney, S. Mehta, S. Barr, A. Choy, S. Parthasarathy, R. Machiraju, and J. Wilkins "Defect Detection in Silicon and Alloys." in IEEE Workshop on Visualization in Bioinformatics and Cheminformatics. (1 2002).
  • H. Yang, S. Parthasarathy and S. Reddy "On the use of temporally constrained associations for web log mining." in Workshop on Web Mining for Usage Patterns and User Profiles (WEBKDD). (1 2002).
  • M. Otey, R. Noronha, G. Li, S. Parthasarathy, D. Panda "NIC-based Intrusion Detection: A feasibility study." in Workshop on Data Mining for Cyber Threat Analysis. (1 2002).
  • S. Parthasarathy Efficient Progressive Sampling for Association Rules. in IEEE International Conference on Data Mining (ICDM). http://www.informatik.uni-trier.de/~ley/db/conf/icdm/icdm2002.html#Parthasarathy02, (1 2002).
  • Parthasarathy, S.; Coatney, M. "Efficient discovery of common substructures in macromolecules." (1 2002).
  • A. Veloso, W. Meira, M. Carvalho, B. Possas, S. Parthasarathy and M. Zaki Mining Frequent Itemsets in Evolving Databases. in SIAM International Conference on Data Mining (SDM'02). http://www.informatik.uni-trier.de/~ley/db/conf/sdm/sdm2002.html#VelosoMCPPZ02, (1 2002).
  • Parthasarathy, S. "Efficient progressive sampling for association rules." (1 2002).
  • A. Veloso, W. Meira, M. Carvalho, B. Possas, S. Parthasarathy and M. Zaki Efficiently mining approximate models of associations in Evolving Databases. in Joint European Conference on Machine Learning and Practical Applications of Knowledge Discovery and Data Mining (ECML/PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2002.html#VelosoGMCPZ02, (1 2002).
  • Veloso, A.A.; Meira, W.; de Carvalho, M.B.; Possas, B. et al. "Mining frequent iternsets in evolving databases." (1 2002).
  • S. Parthasarathy and A. Ramakrishnan Parallel Incremental 2D-Discretization on Dynamic Datasets. in International Parallel and Distributed Processing Symposium (IPDPS). http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2002.html#ParthasarathyR02, (1 2002).

2001

  • Parthasarathy, S. "Towards network-aware data mining." (1 2001).
  • C. Aggarwal and S. Parthasarathy Mining massively incomplete data sets by conceptual reconstruction.. in Seventh ACM International Conference on Knowledge Discovery and Data Mining (SIGKDD'01). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd2001.html#AggarwalP01, (1 2001).
  • H. Li and S. Parthasarathy "Automatically Deriving Multi-level Protein Structures through Data Mining." in High Performance Computing Workshop on Bioinformatics and Computational Biology. (1 2001).
  • S. Parthasarathy Towards Network Aware Data Mining. in Workshop on High Performance Data Mining (HPDM). http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdps2001.html#Parthasarathy01, (1 2001).
  • Y.C. Fang, S. Parthasarathy, and F. Schwartz "Using Clustering to Boost Text Classification." in IEEE ICDM Workshop on Text Mining (TextDM'01). (1 2001).
  • S. Parthasarathy and S. Dwarkadas Shared State for Client-Server Mining. in SIAM International Conference on Data Mining (SDM'01). http://www.siam.org/meetings/sdm01/pdf/sdm01_18.pdf, (1 2001).
  • Aggarwal, C.C.; Parthasarathy, S. "Mining massively incomplete data sets by conceptual reconstruction." (12 2001).

2000

  • Chen, D.Q.; Dwarkadas, S.; Parthasarathy, S.; Pinheiro, E. et al. "InterWeave: A middleware system for distributed shared state." in 5th International Workshop on Languages, Compilers, and Run-Time Systems for Scalable Computers. (1 2000).
  • Parthasarathy, S.; Ogihara, M. "Exploiting dataset similarity for distributed mining." (1 2000).
  • Chen, D.; Dwarkadas, S.; Parthasarathy, S.; Pinheiro, E. et al. "Interweave: A middleware system for distributed shared state?." (1 2000).
  • Parthasarathy, S.; Ogihara, M. "Exploiting dataset similarity for distributed mining." in IEEE International Parallel and Distributed Processing Symposium (IPDP 2000). (1 2000).
  • Chen, D.Q.; Dwarkadas, S.; Parthasarathy, S.; Pinheiro, E. et al. "InterWeave: A middleware system for distributed shared state." (1 2000).
  • D. Chen, S. Dwarkadas, E. Pinheiro, S. Parthasarathy and M. Scott InterWeave: A Middleware System for Distributed Shared State. in Languages, Compilers, and Run-Time Systems for Scalable Computers. http://www.informatik.uni-trier.de/~ley/db/conf/lcr/lcr2000.html#ChenDPPS00, (1 2000).
  • S. Parthasarathy and M. Ogihara Clustering Distributed Homogeneous Datasets. in Principles of Data Mining and Knowledge Discovery (PKDD). http://www.informatik.uni-trier.de/~ley/db/conf/pkdd/pkdd2000.html#ParthasarathyO00, (1 2000).
  • E. Pinheiro, D. Chen, S. Dwarkadas, S. Parthasarathy, and M. L. Scott "S-DSM for Heterogeneous Machine Architectures." in 2nd Workshop on Software Distributed Shared Memory. (1 2000).
  • Parthasarathy, S.; Ogihara, M. "Exploiting dataset similarity for distributed mining." (12 2000).
  • S. Parthasarathy and M. Ogihara Exploiting Dataset Similarity for Distributed Mining. in Workshop on High Performance Data Mining (HPDM). http://www.informatik.uni-trier.de/~ley/db/conf/ipps/ipdpsW2000.html#ParthasarathyO00, (1 2000).

1999

  • S. Parthasarathy, M. Zaki, M. Ogihara and S. Dwarkadas Incremental and Interactive Sequence Mining.. in ACM International Conference on Information and Knowledge Management (CIKM). http://www.informatik.uni-trier.de/~ley/db/conf/cikm/cikm99.html#ParthasarathyZOD99, (1 1999).
  • Parthasarathy, S.; Zaki, M.J.; Ogihara, M.; Dwarkadas, S. "Incremental and interactive sequence mining." (12 1999).
  • Parthasarathy, S.; Zaki, M.J.; Ogihara, M.; Dwarkadas, S. "Incremental and interactive sequence mining." in 8th International Conference on Information Knowledge Management (CIKM 99). (1 1999).
  • S. Parthasarathy and R. Subramonian "Facilitating Data Mining on a Network of Workstations." in IASTED International Conference on Parallel and Distributed Systems (PDCS). (1 1999).
  • Parthasarathy, S.; Zaki, M.J.; Ogihara, M.; Dwarkadas, S. "Incremental and interactive sequence mining." (1 1999).

1998

  • S. Parthasarathy, M. Zaki and W. Li Memory Placement Techniques for Parallel Association Mining. in Fourth International Conference on Knowledge Discovery and Data Mining (KDD-98). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd98.html#ParthasarathyZL98, (1 1998).
  • S. Parthasarathy, R. Subramonian and R. Venkata "Generalized Discretization for Summarization and Classification." in 3rd International Conference on the Practical Applications of Knowledge Discovery and Data mining (PADD98). (1 1998).
  • R. Subramonian and S. Parthasarathy "A Framework for Distributed Data Mining." in International Workshop on Distributed Data Mining. (1 1998).
  • Parthasarathy, S.; Dwarkadas, S. "InterAct: Virtual sharing for interactive client-server applications." (12 1998).
  • S. Parthasarathy and S. Dwarkadas InterAct: Virtual Sharing for Interactive Client-Server Applications. in Languages, Compilers, and Run-Time Systems for Scalable Computers. http://www.informatik.uni-trier.de/~ley/db/conf/lcr/lcr98.html#ParthasarathyD98, (1 1998).

1997

  • R. Stets, S. Dwarkadas, N. Hardavellas, G. Hunt, L. Kontothanassis, S. Parthasarathy, M. Scott CASHMERE-2L: Software Coherent Shared Memory on a Clustered Remote-Write Network. in Symposium of Operating Systems Principles (SOSP'97). http://www.informatik.uni-trier.de/~ley/db/conf/sosp/sosp97.html#StetsDHHKPS97, (1 1997).
  • M. Zaki, S. Parthasarathy, and W. Li A Localized Algorithm for Parallel Association Mining,. in 9th Annual ACM Symposium on Parallel Algorithms and Architectures (SPAA). http://www.informatik.uni-trier.de/~ley/db/conf/spaa/spaa97.html#ZakiPL97, (1 1997).
  • L. Kontothanassis, G. C. Hunt, R. Stets, N. Hardavellas, M. Cierniak, S. Parthasarathy, W. Meira Jr., S. Dwarkadas, and M. Scott VM-Based Shared Memory on Low-Latency, Remote-Memory-Access Networks. in International Symposium of Computer Architecture (ISCA). http://www.informatik.uni-trier.de/~ley/db/conf/isca/isca97.html#KontothanassisHSHCPMDS97, (1 1997).
  • Zaki, M.J.; Parthasarathy, S.; Li, W.; Ogihara, M. "Evaluation of sampling for data mining of association rules." (1 1997).
  • M. Zaki, S. Parthasarathy, M. Ogihara, and W. Li New Algorithms for Fast Discovery of Association Rules. in 3rd International Conference on Knowledge Discovery and Data Mining (KDD). http://www.informatik.uni-trier.de/~ley/db/conf/kdd/kdd97.html#ZakiPOL97, (1 1997).
  • M. Zaki, S. Parthasarathy, W. Li, and M. Ogihara Evaluation of Sampling for Data Mining of Association Rules,. in Research Issues in Data Engineering (RIDE'97). http://www.informatik.uni-trier.de/~ley/db/conf/ride/ride97.html#ZakiPLO97, (1 1997).
  • Zaki, M.J.; Parthasarathy, S.; Li, W.; Ogihara, M. "Evaluation of sampling for data mining of association rules." in 7th International Workshop on Research Issues in Data Engineering - High Performance Database Management for Large-Scale Applications. (1 1997).

1996

  • Parthasarathy, S.; Li, W.; Cierniak, M.; Zaki, M.J. et al. "Compile-time inter-query dependence analysis." (1 1996).
  • M. L. Scott, W. Li, L. Kontothanassis, G. Hunt, M. Michael, R. Stets, N. Hardavellas, W. Meira Jr., A. Poulos, M. Cierniak, S. Parthasarathy, and M. Zaki "Implementation of Cashmere." in Workshop on Scalable Shared Memory Multiprocessors, Held in conjunction with ASPLOS '96.. (1 1996).
  • Zaki, M.J.; Li, W.; Parthasarathy, S.; IEEE, "Customized dynamic load balancing for a network of workstations." (1 1996).
  • Zaki, M.J.; Li, W.; Parthasarathy, S. "Customized dynamic load balancing for a network of workstations." in 5th IEEE International Symposium on High Performance Distributed Computing. (1 1996).
  • S. Parthasarathy, W. Li, M. Cierniak and M. Zaki "Compile-Time Inter-Query Dependence Analysis,." in IEEE Symposium on Parallel and Distributed Processing (SPDP). (1 1996).
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Unknown

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