Publications


 
 
KAFE: Automated Feature Enhancement for Predictive Modeling using External Knowledge
Sainyam Galhotra, Udayan Khurana, Oktie Hassanzadeh, Kavitha Srinivas and Horst Samulowitz
KR2ML Workshop at NeurIPS, 2019
 
 
 
Automated Feature Enhancement for Predictive Modeling using External Knowledge
Sainyam Galhotra, Udayan Khurana, Oktie Hassanzadeh, Kavitha Srinivas, Horst Samulowitz, Miao Qi
IEEE ICDM (demo track), 2019
 
 
 
How can AI Automate End-to-End Data Science?
Charu Aggarwal, Djallel Bouneffouf, Horst Samulowitz, Beat Buesser, Thanh Hoang, Udayan Khurana, Sijia Liu, Tejaswini Pedapati, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Alexander Gray
Arxiv Preprint, 2019
 
 
 
Arxiv Preprint, 2019
 
 
Ensembles with Automated Feature Engineering
Udayan Khurana, Horst Samulowitz, Deepak Turaga
AutoML Workshop at ICML, 2018
 
 
Historical Graph Management
Udayan Khurana, Amol Desphande
Encyclopedia of Big Data Technologies, Springer Verlag, 2018
 
 
Automating Feature Engineering in Supervised Learning
Udayan Khurana
Feature Engineering for Machine Learning and Data Analytics, CRC Press, Taylor and Francis, 2018
 
 
Feature Engineering for Supervised Learning using Reinforcement Learning
Udayan Khurana, Horst Samulowitz, Deepak Turaga
AAAI, 2018
 
 
Dataset Evolver: An Interactive Feature Engineering Notebook (Demo)
Fatemeh Nargesian, Udayan Khurana, Horst Samulowitz, Deepak Turaga, Tejaswini Pedapati
AAAI, 2018
 
 
Learning Feature Engineering for Classification
Fatemeh Nargesian, Horst Samulowitz, Udayan Khurana, Elias Khalil, Deepak Turaga
IJCAI, 2017
 
 
Cognito: Automated Feature Engineering for Supervised Learning
Udayan Khurana, Deepak Turaga, Horst Samulowitz, Srinivasan Parthasrathy
ICDM, 2016
 
 
Graph-based Exploration of Non-graph Datasets
Udayan Khurana, Srinivasan Parthasarathy, Deepak Turaga
VLDB, 2016
 
Storing and analyzing historical graph data at scale
Udayan Khurana and Amol Deshpande
EDBT, 2016
 
Automating Feature Engineering
Udayan Khurana, Fatemeh Nargesian, Horst Samulowitz, Elias Khalil, Deepak Turaga
NIPS workshop on Artificial Intelligence for Data Science, 2016
 
Historical Graph Data Management
Udayan Khurana
PhD Dissertation, 2015
 
GraphGen: exploring interesting graphs in relational data
Konstantinos Xirogiannopoulos, Udayan Khurana, Amol Deshpande
VLDB, pp. 2032–2035, 2015
 
FAQ: A Framework for Fast Approximate Query Processing on Temporal Data.
Khurana, Udayan and Parthasarathy, Srinivasan and Turaga, Deepak S
BigMine, pp. 29–45, 2014
 
READ: Rapid data Exploration, Analysis and Discovery.
Udayan Khurana, Srinivasan Parthasarathy, Deepak S Turaga
EDBT, 2014
 
HiNGE: enabling temporal network analytics at scale
Udayan Khurana and Amol Deshpande
ACM SIGMOD, 2013
 
Efficient snapshot retrieval over historical graph data
Udayan Khurana, Amol Deshpande
Data Engineering (ICDE), 2013 IEEE 29th International Conference on, pp. 997–1008
 
An Introduction to Temporal Graph Data Management
Khurana, Udayan
Technical Report, Technical report, May, 2012
 
NetEvViz: Extending NodeXL for Dynamic Network Visualization
Khurana, Udayan and Nguyen, Viet-An and Cheng, Hsueh-Chien and Chen, Xi Stephen
HCIL Tech Reports, 2011
 
Optimizing display advertisements based on historic user trails
Gupta, Neha and Khurana, Udayan and Lee, T and Nawathe, Sandeep
SIGIR Workshop on Internet Advertising, 2011
 
Speeding up network layout and centrality measures for social computing goals
Puneet Sharma, Udayan Khurana, Ben Shneiderman, Max Scharrenbroich, and John Locke
Social Computing, Behavioral-Cultural Modeling and Prediction, 2011
 
Visual analysis of temporal trends in social networks using edge color coding and metric timelines
Udayan Khurana, Viet-An Nguyen, Hsueh-Chien Cheng, Jae-wook Ahn, Xi Chen, Ben Shneiderman
IEEE Third Inernational Conference on Social Computing (SocialCom), pp. 549–554, 2011
 
Speeding up Network Layout and Centrality Measures with NodeXL and the Nvidia CUDA Technology
Sharma, Puneet and Khurana, Udayan and Shneiderman, Ben and Scharrenbroich, Max and Locke, John
Technical Report, Citeseer, 2010
 
Crosslingual location search
Tanuja Joshi, Joseph Joy, Tobias Kellner, Udayan Khurana, A. Kumaran, and Vibhuti Sengar
ACM SIGIR, 2008
 
Text compression and superfast searching
Khurana, Udayan and Koul, Anirudh
arXiv preprint cs/0505056, 2005
 
Using patterns to generate prime numbers
Khurana, Udayan and Koul, Anirudh
Pattern Recognition and Data Mining, pp. 325–334, Springer, 2005