Udayan Khurana

According to our database, Udayan Khurana authored at least 40 papers between 2005 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Towards Feature Engineering with Human and AI's Knowledge: Understanding Data Science Practitioners' Perceptions in Human&AI-Assisted Feature Engineering Design.

Qian Zhu, Dakuo Wang, Shuai Ma, April Yi Wang, Zixin Chen, Udayan Khurana, Xiaojuan Ma

Proceedings of the Designing Interactive Systems Conference, 2024

2023

Incorporating Signal Awareness in Source Code Modeling: An Application to Vulnerability Detection.

Sahil Suneja, Yufan Zhuang, Yunhui Zheng, Jim Laredo, Alessandro Morari, Udayan Khurana

ACM Trans. Softw. Eng. Methodol., November, 2023

DataRinse: Semantic Transforms for Data preparation based on Code Mining.

Ibrahim Abdelaziz, Julian Dolby, Udayan Khurana, Horst Samulowitz, Kavitha Srinivas

Proc. VLDB Endow., 2023

A Vision for Semantically Enriched Data Science.

Udayan Khurana, Kavitha Srinivas, Sainyam Galhotra, Horst Samulowitz

CoRR, 2023

SemFORMS: Automatic Generation of Semantic Transforms By Mining Data Science Code.

Ibrahim Abdelaziz, Julian Dolby, Udayan Khurana, Horst Samulowitz, Kavitha Srinivas

Proceedings of the Thirty-Second International Joint Conference on Artificial Intelligence, 2023

Code Vulnerability Detection via Signal-Aware Learning.

Sahil Suneja, Yufan Zhuang, Yunhui Zheng, Jim Laredo, Alessandro Morari, Udayan Khurana

Proceedings of the 8th IEEE European Symposium on Security and Privacy, 2023

Related Table Search for Numeric data using Large Language Models and Enterprise Knowledge Graphs.

Pranav Subramaniam, Udayan Khurana, Kavitha Srinivas, Horst Samulowitz

Proceedings of the Workshop on Enterprise Knowledge Graphs using Large Language Models (EKG-LLM 2023) co-located with 32nd ACM International Conference on Information and Knowledge Management (CIKM 2023), 2023

NumJoin: Discovering Numeric Joinable Tables with Semantically Related Columns.

Pranav Subramaniam, Udayan Khurana, Kavitha Srinivas, Horst Samulowitz

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, 2023

2022

Automated Relational Data Explanation using External Semantic Knowledge.

Sainyam Galhotra, Udayan Khurana

Proc. VLDB Endow., 2022

A Survey on Semantics in Automated Data Science.

Udayan Khurana, Kavitha Srinivas, Horst Samulowitz

CoRR, 2022

Semantic Feature Discovery with Code Mining and Semantic Type Detection.

Kavitha Srinivas, Takaaki Tateishi, Daniel Karl I. Weidele, Udayan Khurana, Horst Samulowitz, Toshihiro Takahashi, Dakuo Wang, Lisa Amini

Proceedings of the Thirty-Sixth AAAI Conference on Artificial Intelligence, 2022

2021

How Much Automation Does a Data Scientist Want?

Dakuo Wang, Q. Vera Liao, Yunfeng Zhang, Udayan Khurana, Horst Samulowitz, Soya Park, Michael J. Muller, Lisa Amini

CoRR, 2021

Automated Data Science for Relational Data.

Hoang Thanh Lam, Beat Buesser, Hong Min, Tran Ngoc Minh, Martin Wistuba, Udayan Khurana, Gregory Bramble, Theodoros Salonidis, Dakuo Wang, Horst Samulowitz

Proceedings of the 37th IEEE International Conference on Data Engineering, 2021

Semantic Concept Annotation for Tabular Data.

Udayan Khurana, Sainyam Galhotra

Proceedings of the CIKM '21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1, 2021

2020

Semantic Annotation for Tabular Data.

Udayan Khurana, Sainyam Galhotra

CoRR, 2020

IBM AutoAI: Human-in-the-Loop Automated Machine Learning Supports Data Scientists to Build Better Models.

Dakuo Wang, Josh Andres, Justin D. Weisz, Erick Oduor, Udayan Khurana, Horst Samulowitz, Arunima Chaudhary, Abel N. Valente, Dustin Ramsey Torres, Casey Dugan

Proceedings of the 1st Workshop on Data Science with Human in the Loop, 2020

Survey on Automated End-to-End Data Science?

Djallel Bouneffouf, Charu C. Aggarwal, Thanh Hoang, Udayan Khurana, Horst Samulowitz, Beat Buesser, Sijia Liu, Tejaswini Pedapati, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Alexander G. Gray

Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Autonomous Predictive Modeling via Reinforcement Learning.

Udayan Khurana, Horst Samulowitz

Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

Semantic Search over Structured Data.

Sainyam Galhotra, Udayan Khurana

Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

2019

Historical Graph Management.

Udayan Khurana, Amol Deshpande

Proceedings of the Encyclopedia of Big Data Technologies., 2019

How can AI Automate End-to-End Data Science?

Charu C. Aggarwal, Djallel Bouneffouf, Horst Samulowitz, Beat Buesser, Thanh Hoang, Udayan Khurana, Sijia Liu, Tejaswini Pedapati, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Alexander G. Gray

CoRR, 2019

Automating Predictive Modeling Process using Reinforcement Learning.

Udayan Khurana, Horst Samulowitz

CoRR, 2019

Automated Feature Enhancement for Predictive Modeling using External Knowledge.

Sainyam Galhotra, Udayan Khurana, Oktie Hassanzadeh, Kavitha Srinivas, Horst Samulowitz, Miao Qi

Proceedings of the 2019 International Conference on Data Mining Workshops, 2019

2018

Dataset Evolver: An Interactive Feature Engineering Notebook.

Fatemeh Nargesian, Udayan Khurana, Tejaswini Pedapati, Horst Samulowitz, Deepak S. Turaga

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

Feature Engineering for Predictive Modeling Using Reinforcement Learning.

Udayan Khurana, Horst Samulowitz, Deepak S. Turaga

Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, 2018

2017

Learning Feature Engineering for Classification.

Fatemeh Nargesian, Horst Samulowitz, Udayan Khurana, Elias B. Khalil, Deepak S. Turaga

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

2016

Graph-based Exploration of Non-graph Datasets.

Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga

Proc. VLDB Endow., 2016

Cognito: Automated Feature Engineering for Supervised Learning.

Udayan Khurana, Deepak S. Turaga, Horst Samulowitz, Srinivasan Parthasrathy

Proceedings of the IEEE International Conference on Data Mining Workshops, 2016

Storing and Analyzing Historical Graph Data at Scale.

Udayan Khurana, Amol Deshpande

Proceedings of the 19th International Conference on Extending Database Technology, 2016

2015

Historical Graph Data Management.

Udayan Khurana

PhD thesis, 2015

GraphGen: Exploring Interesting Graphs in Relational Data.

Konstantinos Xirogiannopoulos, Udayan Khurana, Amol Deshpande

Proc. VLDB Endow., 2015

2014

FAQ: A Framework for Fast Approximate Query Processing on Temporal Data.

Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga

Proceedings of the 3rd International Workshop on Big Data, 2014

READ: Rapid data Exploration, Analysis and Discovery.

Udayan Khurana, Srinivasan Parthasarathy, Deepak S. Turaga

Proceedings of the 17th International Conference on Extending Database Technology, 2014

2013

HiNGE: enabling temporal network analytics at scale.

Udayan Khurana, Amol Deshpande

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2013

Efficient snapshot retrieval over historical graph data.

Udayan Khurana, Amol Deshpande

Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

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 Stephen Chen, Ben Shneiderman

Proceedings of the PASSAT/SocialCom 2011, Privacy, 2011

Speeding Up Network Layout and Centrality Measures for Social Computing Goals.

Puneet Sharma, Udayan Khurana, Ben Shneiderman, Max Scharrenbroich, John Locke

Proceedings of the Social Computing, Behavioral-Cultural Modeling and Prediction, 2011

2008

Crosslingual location search.

Tanuja Joshi, Joseph Joy, Tobias Kellner, Udayan Khurana, A. Kumaran, Vibhuti S. Sengar

Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008

2005

Text Compression and Superfast Searching

Udayan Khurana, Anirudh Koul

CoRR, 2005

Using Patterns to Generate Prime Numbers.

Udayan Khurana, Anirudh Koul

Proceedings of the Pattern Recognition and Data Mining, 2005