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ORCIDVarun Mithal
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2020 – today
- 2022
[i4]G. Roshan Lal, Xiaotong Chen, Varun Mithal:
TE2Rules: Extracting Rule Lists from Tree Ensembles. CoRR abs/2206.14359 (2022)- [i3]G. Roshan Lal, Varun Mithal:
NN2Rules: Extracting Rule List from Neural Networks. CoRR abs/2207.12271 (2022) - 2021
- [j5]Sneha Chaudhari, Varun Mithal, Gungor Polatkan, Rohan Ramanath:
An Attentive Survey of Attention Models. ACM Trans. Intell. Syst. Technol. 12(5): 53:1-53:32 (2021) - 2020
- [c18]Krishna Gade, Sahin Cem Geyik, Krishnaram Kenthapadi, Varun Mithal, Ankur Taly:
Explainable AI in industry: practical challenges and lessons learned: implications tutorial. FAT* 2020: 699 - [c17]Guruprasad Nayak
, Rahul Ghosh, Xiaowei Jia, Varun Mithal, Vipin Kumar:
Semi-supervised Classification using Attention-based Regularization on Coarse-resolution Data. SDM 2020: 253-261 - [c16]Krishna Gade, Sahin Cem Geyik, Krishnaram Kenthapadi, Varun Mithal, Ankur Taly:
Explainable AI in Industry: Practical Challenges and Lessons Learned. WWW (Companion Volume) 2020: 303-304 - [i2]Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia, Varun Mithal, Vipin Kumar:
Semi-supervised Classification using Attention-based Regularization on Coarse-resolution Data. CoRR abs/2001.00994 (2020)
2010 – 2019
- 2019
- [c15]Guruprasad Nayak, Rahul Ghosh, Xiaowei Jia, Varun Mithal, Vipin Kumar:
Spatio-temporal classification at multiple resolutions using multi-view regularization. IEEE BigData 2019: 4117-4120 - [c14]Krishna Gade, Sahin Cem Geyik, Krishnaram Kenthapadi, Varun Mithal, Ankur Taly:
Explainable AI in Industry. KDD 2019: 3203-3204 - [i1]Sneha Chaudhari, Gungor Polatkan, Rohan Ramanath, Varun Mithal:
An Attentive Survey of Attention Models. CoRR abs/1904.02874 (2019) - 2018
- [j4]Varun Mithal, Guruprasad Nayak, Ankush Khandelwal, Vipin Kumar, Ramakrishna R. Nemani, Nikunj C. Oza:
Mapping Burned Areas in Tropical Forests Using a Novel Machine Learning Framework. Remote. Sens. 10(1): 69 (2018) - [c13]Guruprasad Nayak, Varun Mithal, Xiaowei Jia, Vipin Kumar:
Classifying Multivariate Time Series by Learning Sequence-level Discriminative Patterns. SDM 2018: 252-260 - 2017
- [j3]Varun Mithal, Guruprasad Nayak, Ankush Khandelwal, Vipin Kumar, Nikunj C. Oza, Ramakrishna R. Nemani:
RAPT: Rare Class Prediction in Absence of True Labels. IEEE Trans. Knowl. Data Eng. 29(11): 2484-2497 (2017) - 2016
- [p2]Anuj Karpatne, Ankush Khandelwal, Xi Chen, Varun Mithal, James H. Faghmous, Vipin Kumar:
Global Monitoring of Inland Water Dynamics: State-of-the-Art, Challenges, and Opportunities. Computational Sustainability 2016: 121-147 - 2015
- [c12]Ankush Khandelwal, Varun Mithal, Vipin Kumar:
Post Classification Label Refinement Using Implicit Ordering Constraint Among Data Instances. ICDM 2015: 799-804 - 2014
- [j2]Varun Chandola, Varun Mithal, Vipin Kumar:
A reference based analysis framework for understanding anomaly detection techniques for symbolic sequences. Data Min. Knowl. Discov. 28(3): 702-735 (2014) - 2013
- [c11]James H. Faghmous, Muhammed Uluyol, Luke Styles, Matthew Le, Varun Mithal, Shyam Boriah, Vipin Kumar:
Multiple Hypothesis Object Tracking For Unsupervised Self-Learning: An Ocean Eddy Tracking Application. AAAI 2013: 1277-1283 - [c10]Shyam Boriah, Ankush Khandelwal, Vipin Kumar, Varun Mithal, Karsten Steinhaeuser:
Change Detection from Temporal Sequences of Class Labels: Application to Land Cover Change Mapping. SDM 2013: 650-658 - [p1]Anuj Karpatne, James H. Faghmous, Jaya Kawale, Luke Styles, Mace Blank, Varun Mithal, Xi C. Chen, Ankush Khandelwal, Shyam Boriah, Karsten Steinhaeuser, Michael S. Steinbach, Vipin Kumar, Stefan Liess:
Earth Science Applications of Sensor Data. Managing and Mining Sensor Data 2013: 505-530 - 2012
- [c9]Varun Mithal, Zachary O'Connor, Karsten Steinhaeuser, Shyam Boriah, Vipin Kumar, Christopher Potter, Steven A. Klooster:
Time series change detection using segmentation: A case study for land cover monitoring. CIDU 2012: 63-70 - [c8]James H. Faghmous, Luke Styles, Varun Mithal, Shyam Boriah, Stefan Liess, Vipin Kumar, Frode Vikebø, Michel dos Santos Mesquita:
EddyScan: A physically consistent ocean eddy monitoring application. CIDU 2012: 96-103 - [c7]Xi C. Chen, Anuj Karpatne, Yashu Chamber, Varun Mithal, Michael Lau, Karsten Steinhaeuser, Shyam Boriah, Michael S. Steinbach, Vipin Kumar, Christopher Potter, Steven A. Klooster, Teji Abraham, J. D. Stanley, Juan Carlos Castilla-Rubio:
A new data mining framework for forest fire mapping. CIDU 2012: 104-111 - 2011
- [j1]Varun Mithal, Ashish Garg, Shyam Boriah, Michael S. Steinbach, Vipin Kumar, Christopher Potter, Steven A. Klooster, Juan Carlos Castilla-Rubio:
Monitoring global forest cover using data mining. ACM Trans. Intell. Syst. Technol. 2(4): 36:1-36:24 (2011) - [c6]Varun Mithal, Ashish Garg, Ivan Brugere, Shyam Boriah, Vipin Kumar, Michael S. Steinbach, Christopher Potter, Steven A. Klooster:
Incorporating Natural Variation into Time Series-Based Land Cover Change Detection. CIDU 2011: 45-59 - [c5]Yashu Chamber, Ashish Garg, Varun Mithal, Ivan Brugere, Vipin Kumar, Michael Lau, Michael S. Steinbach, Christopher Potter, Steven A. Klooster, Vikrant Krishna, Shyam Boriah:
A Novel Time Series Based Approach to Detect Gradual Vegetation Changes in Forests. CIDU 2011: 248-262 - [c4]Ashish Garg, Varun Mithal, Yashu Chamber, Ivan Brugere, Vijay Chaudhari, Marc Dunham, Vikrant Krishna, Sairam Krishnamurthy, Sruthi Vangala, Shyam Boriah, Michael S. Steinbach, Vipin Kumar, Albert Cho, J. D. Stanley, Teji Abraham, Juan Carlos Castilla-Rubio, Christopher Potter, Steven A. Klooster:
Gopher: Global observation of Planetary Health and Ecosystem Resources. IGARSS 2011: 1449-1452 - 2010
- [c3]Shyam Boriah, Varun Mithal, Ashish Garg, Vipin Kumar, Michael S. Steinbach, Christopher Potter, Steven A. Klooster:
A Comparative Study Of Algorithms For Land Cover Change. CIDU 2010: 175-188 - [c2]Shyam Boriah, Varun Mithal, Ashish Garg, Michael S. Steinbach, Vipin Kumar, Christopher Potter, Steven A. Klooster, Juan Carlos Castilla-Rubio:
Automated detection of forest cover changes. IGARSS 2010: 44-47
2000 – 2009
- 2008
- [c1]Varun Chandola, Varun Mithal, Vipin Kumar:
Comparative Evaluation of Anomaly Detection Techniques for Sequence Data. ICDM 2008: 743-748
Coauthor Index
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