S. Tatikonda

Most-cited papers

From "Think Like a Vertex" to "Think Like a Graph"
Yuan-Yuan Tian, Andrey Balmin, Severin Andreas Corsten, S. Tatikonda +1 more
2013Proceedings of the VLDB Endowment388 citations
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SystemML: Declarative machine learning on MapReduce
Amol Ghoting, R. Krishnamurthy, E. Pednault, B. Reinwald +4 more
2011IEEE International Conference on Data Engineering324 citations
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SystemML: Declarative Machine Learning on Spark
Matthias Boehm, Arvind Surve, S. Tatikonda, Michael W. Dusenberry +7 more
2016Proceedings of the VLDB Endowment237 citations
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Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML
Matthias Boehm, S. Tatikonda, B. Reinwald, Prithviraj Sen +3 more
2014Proceedings of the VLDB Endowment106 citations Open access
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Locality Sensitive Outlier Detection: A ranking driven approach
Ye Wang, S. Parthasarathy, S. Tatikonda
2011IEEE International Conference on Data Engineering70 citations
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Toward terabyte pattern mining: an architecture-conscious solution
G. Buehrer, S. Parthasarathy, S. Tatikonda, T. Kurç +1 more
2007ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming66 citations
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On optimizing machine learning workloads via kernel fusion
Arash Ashari, S. Tatikonda, Matthias Boehm, B. Reinwald +3 more
2015ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming58 citations
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Resource Elasticity for Large-Scale Machine Learning
Botong Huang, Matthias Boehm, Yuan-Yuan Tian, B. Reinwald +2 more
2015SIGMOD Conference58 citations
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TRIPS and TIDES: new algorithms for tree mining
S. Tatikonda, S. Parthasarathy, T. Kurç
2006International Conference on Information and Knowledge Management54 citations
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SystemML's Optimizer: Plan Generation for Large-Scale Machine Learning Programs
Matthias Boehm, Douglas Burdick, Alexandre V. Evfimievski, B. Reinwald +4 more
2014IEEE Data Engineering Bulletin46 citations
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Posting list intersection on multicore architectures
S. Tatikonda, B. B. Cambazoglu, F. Junqueira
2011Annual International ACM SIGIR Conference on Research and Development in Information Retrieval46 citations
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Mining Tree-Structured Data on Multicore Systems
S. Tatikonda, S. Parthasarathy
2009Proceedings of the VLDB Endowment45 citations
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SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning
Tarek Elgamal, Shangyu Luo, Matthias Boehm, Alexandre V. Evfimievski +3 more
2017Conference on Innovative Data Systems Research43 citations
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LCS-TRIM: Dynamic Programming Meets XML Indexing and Querying
S. Tatikonda, S. Parthasarathy, Matthew Goyder
2007Very Large Data Bases Conference37 citations
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Hashing tree-structured data: Methods and applications
S. Tatikonda, S. Parthasarathy
2010IEEE International Conference on Data Engineering34 citations
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A Survey of Graph Mining Techniques for Biological Datasets
S. Parthasarathy, S. Tatikonda, D. Ucar
2010Managing and Mining Graph Data32 citations
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On efficient posting list intersection with multicore processors
S. Tatikonda, F. Junqueira, B. B. Cambazoglu, Vassilis Plachouras
2009Annual International ACM SIGIR Conference on Research and Development in Information Retrieval24 citations
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Scalable and Numerically Stable Descriptive Statistics in SystemML
Yuan-Yuan Tian, S. Tatikonda, B. Reinwald
2012IEEE International Conference on Data Engineering20 citations
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Design of a next generation sampling service for large scale data analysis applications
Huai Wang, S. Parthasarathy, A. Ghoting, S. Tatikonda +3 more
2005International Conference on Supercomputing9 citations
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Knowledge and Cache Conscious Algorithm Design and Systems Support for Data Mining Algorithms
A. Ghoting, G. Buehrer, Matthew Goyder, S. Tatikonda +4 more
2007IEEE International Parallel and Distributed Processing Symposium5 citations
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Compiling machine learning algorithms with SystemML
Matthias Boehm, Douglas Burdick, Alexandre V. Evfimievski, B. Reinwald +3 more
2013ACM Symposium on Cloud Computing4 citations
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A services oriented framework for next generation data analysis centers
Huai Wang, A. Ghoting, G. Buehrer, S. Tatikonda +3 more
2005IEEE International Parallel and Distributed Processing Symposium4 citations
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A distributed placement service for graph-structured and tree-structured data
G. Buehrer, S. Parthasarathy, S. Tatikonda
2010ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming3 citations
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An adaptive memory conscious approach for mining frequent trees: implications for multi-core architectures
S. Tatikonda, S. Parthasarathy
2008ACM SIGPLAN Symposium on Principles & Practice of Parallel Programming3 citations
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Architecture Conscious Data Mining
S. Parthasarathy, S. Tatikonda, G. Buehrer, A. Ghoting
2008Next Generation of Data Mining2 citations
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Containment Policies for Transmissible Diseases
S. Tatikonda, S. Mehta, S. Parthasarathy
20062 citations
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An Efﬁcient Parallel Tree Mining Algorithm for Emerging Commodity Processors
S. Tatikonda, S. Parthasarathy
2 citations
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Towards efficient data analysis and management of semi-structured data
S. Parthasarathy, S. Tatikonda
20101 citations
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Sparse Least-Squares Methods in the Parallel Machine Learning (PML) Framework
R. Natarajan, Vikas Sindhwani, S. Tatikonda
20092009 IEEE International Conference on Data Mining Workshops1 citations
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A Sorting Service for Next Generation Data Analysis Centers (cid:3)
G. Buehrer, S. Parthasarathy, A. Ghoting, Xi Zhang +3 more
1 citations
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One, Two, Hash! Counting Hash Tables for Flash Devices
Tyler Clemons, S. M. Faisal, S. Tatikonda, C. Aggarwal +1 more
2014ACM IKDD Conference on Data Science0 citations
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Hash in a flash: Hash tables for flash devices
Tyler Clemons, S. M. Faisal, S. Tatikonda, C. Aggarwal +1 more
2013BigData Congress [Services Society]0 citations
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Hash in a Flash: Hash Tables for Solid State Devices
Tyler Clemons, S. M. Faisal, S. Tatikonda, C. Aggarwal +1 more
2012arXiv.org0 citations
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Very Large Data Bases Conference: Table of Contents (pdf)
Surajit Chaudhuri, Vivek R. Narasayya, Usa Microsoft Research, S. Tatikonda +83 more
2007Very Large Data Bases Conference0 citations
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I/O conscious algorithm design and systems support for data analysis on emerging architectures
G. Buehrer, A. Ghoting, Xi Zhang, S. Tatikonda +3 more
2006Proceedings 20th IEEE International Parallel & Distributed Processing Symposium0 citations
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Vaccination and Quarantine Policies for Controlling Pandemic Disease Outbreak
S. Tatikonda, S. Parthasarathy, S. Mehta
0 citations
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