publications
2018
Declarative Parameterizations of User-Defined Functions for Large-Scale Machine Learning and Optimization
Zekai Gao, Niketan Pansare, Chris Jermaine
IEEE Transactions on Knowledge and Data Engineering, 1-1, 2018.
On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML
Matthias Boehm, Berthold Reinwald, Dylan Hutchison, Alexandre Evfimievski, Prithviraj Sen, Niketan Pansare
Proceedings of the VLDB Endowment, 2018.
Deep Learning with Apache SystemML
Niketan Pansare, Michael Dusenberry, Nakul Jindal, Matthias Boehm, Berthold Reinwald, Prithviraj Sen
SysML, 2018.
2016
SystemML: Declarative Machine Learning on Spark
Matthias Boehm, Michael Dusenberry, Deron Eriksson, Alexandre Evfimievski, Faraz Makari Manshadi, Niketan Pansare, Berthold Reinwald, Frederick Reiss, Prithviraj Sen, Arvind Surve, Shirish Tatikonda
Proceedings of the VLDB Endowment, pp. 1425 - 1436, 2016.
Declarative Machine Learning - A Classification of Basic Properties and Types
Matthias Boehm, Alexandre V. Evfimievski, Niketan Pansare, Berthold Reinwald
Technical Report, 2016.
2014
Large-Scale Online Aggregation Via Distributed Systems
Niketan Pansare
PhD Thesis, 2014.
2012
Topic Models over Spoken Language
Niketan Pansare, Chris Jermaine, Peter Haas, Nitendra Rajput
Proceedings of the 2012 IEEE 12th International Conference on Data Mining, pp. 1062–1067, IEEE Computer Society.
2011
Online aggregation for Large Mapreduce Jobs
Niketan Pansare, Vinayak R Borkar, Chris Jermaine, Tyson Condie
Proc. VLDB Endow 4(11), 1135–1145, 2011.
Social Ranking for Spoken Web Search
Shrey Sahay, Nitendra Rajput, Niketan Pansare
Proceedings of the 20th ACM International Conference on Information and Knowledge Management, pp. 1835–1840, ACM, 2011.
2010
The DataPath System: A Data-centric Analytic Processing Engine for Large Data Warehouses
Subi Arumugam, Alin Dobra, Christopher M. Jermaine, Niketan Pansare, Luis Perez
Proceedings of the 2010 ACM SIGMOD International Conference on Management of Data, pp. 519–530, ACM, 2010.
2009
Multi-query Optimization In The Datapath System
Niketan Pansare
Master’s Thesis, 2009.