Varun Mithal

Universität Hamburg — Germany

Environmental Science · Physical Sciences

14h-index910citations46works1.02yr avg
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Research Topics

Remote Sensing in Agriculture(14), Remote-Sensing Image Classification(8), Fire effects on ecosystems(7), Explainable Artificial Intelligence (XAI)(6), Time Series Analysis and Forecasting(6)

Publications46 total

The importance of internal variability for climate extreme indices
2025Open Access
Linking regional economic impacts of temperature-related disasters to underlying climatic hazards
Environmental Research Letters·2024· 2 citedOpen Access
NN2Rules: Extracting Rule List from Neural Networks
arXiv (Cornell University)·2022· 1 citedOpen Access
TE2Rules: Explaining Tree Ensembles using Rules
arXiv (Cornell University)·2022· 6 citedOpen Access
An Attentive Survey of Attention Models
ACM Transactions on Intelligent Systems and Technology·2021· 131 citedOpen Access
Explainable AI in Industry: Practical Challenges and Lessons Learned
Companion Proceedings of the Web Conference 2020·2020· 42 citedOpen Access
Explainable AI in industry
2020· 32 cited
Semi-supervised Classification using Attention-based Regularization on\n Coarse-resolution Data
arXiv (Cornell University)·2020Open Access
Semi-supervised Classification using Attention-based Regularization on Coarse-resolution Data
Society for Industrial and Applied Mathematics eBooks·2020· 1 citedOpen Access
Spatio-temporal classification at multiple resolutions using multi-view regularization
2019
Explainable AI in Industry
2019· 129 cited
Classifying Multivariate Time Series by Learning Sequence-level Discriminative Patterns
Society for Industrial and Applied Mathematics eBooks·2018· 8 citedOpen Access
Computational Techniques to Identify Rare Events in Spatio-temporal Data
University of Minnesota Digital Conservancy (University of Minnesota)·2018Open Access
Mapping Burned Areas in Tropical Forests Using a Novel Machine Learning Framework
Remote Sensing·2018· 39 citedOpen Access
RAPT: Rare Class Prediction in Absence of True Labels
IEEE Transactions on Knowledge and Data Engineering·2017· 14 cited
Multiple Instance Learning for bags with Ordered instances
2017· 1 citedOpen Access
Mapping Burned Areas in Tropical forests using MODIS data
2016· 2 citedOpen Access
Global Monitoring of Inland Water Dynamics: State-of-the-Art, Challenges, and Opportunities
Studies in computational intelligence·2016· 75 cited
Global Monitoring of Tropical Forest Fires Using A New Predictive Modeling Approach for Rare Classes
2015
Post Classification Label Refinement Using Implicit Ordering Constraint Among Data Instances
2015· 22 cited
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Frequent Co-authors

Shyam Boriah(22), Vipin Kumar(18), Steven Klooster(13), Ankush Khandelwal(10), Guruprasad Nayak(10), Michael Steinbach(9), Christopher Potter(9), Karsten Steinhaeuser(8), James H. Faghmous(6), Carlos Rubio-Terrés(6), Nikunj C. Oza(5), Vipin Kumar(5), Stefan Liess(4), Ramakrishna Nemani(4), Ashish Garg(4), Ivan Brugere(4), Xiaowei Jia(4), Varun Chandola(3), Krishna Gade(3), Sahin Cem Geyik(3)