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All publications by Shivani Agarwal
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Convex Calibrated Surrogates for Hierarchical Classification
Harish Ramaswamy, Ambuj Tewari and Shivani Agarwal
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Ranking from Stochastic Pairwise Preferences: Recovering Condorcet Winners and Tournament Solution Sets at the Top
Arun Rajkumar, Suprovat Ghoshal, Lek-heng Lim and Shivani Agarwal
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Consistent Multiclass Algorithms for Complex Performance Measures
Harikrishna Narasimhan, Harish Ramaswamy, Aadirupa Saha and Shivani Agarwal
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


GEV-Canonical Regression for Accurate Binary Class Probability Estimation when Onagarwalc14.pdfe Class is Rare
Arpit Agarwal, Harikrishna Narasimhan, Shivaram Kalyanakrishnan and Shivani Agarwal
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


A Statistical Convergence Perspective of Algorithms for Rank Aggregation from Pairwise Data
Arun Rajkumar and Shivani Agarwal
Proceedings of the 31st International Conference on Machine Learning (ICML-14), 2014


On the Statistical Consistency of Plug-in Classifiers for Non-decomposable Performance Measures
Harikrishna Narasimhan, Rohit Vaish and Shivani Agarwal
Advances in Neural Information Processing Systems 27, 2014


Online Decision-Making in General Combinatorial Spaces
Arun Rajkumar and Shivani Agarwal
Advances in Neural Information Processing Systems 27, 2014


On the Statistical Consistency of Algorithms for Binary Classification under Class Imbalance
Aditya Menon, Harikrishna Narasimhan, Shivani Agarwal and Sanjay Chawla
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation
Harikrishna Narasimhan and Shivani Agarwal
Advances in Neural Information Processing Systems 26, 2013


Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Subset Ranking Losses
Harish G. Ramaswamy, Shivani Agarwal and Ambuj Tewari
Advances in Neural Information Processing Systems 26, 2013


A Structural SVM Based Approach for Optimizing Partial AUC
Harikrishna Narasimhan and Shivani Agarwal
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Classification Calibration Dimension for General Multiclass Losses
Harish G. Ramaswamy and Shivani Agarwal
Advances in Neural Information Processing Systems 25, 2012


A Differentially Private Stochastic Gradient Descent Algorithm for Multiparty Classification
Arun Rajkumar and Shivani Agarwal
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Generalization Bounds for Ranking Algorithms via Algorithmic Stability
Shivani Agarwal and Partha Niyogi
Journal of Machine Learning Research, 2009


Ranking on graph data
Shivani Agarwal
Proceedings of the 23th International Conference on Machine Learning (ICML-06), 2006


Generalization Bounds for the Area Under the ROC Curve
Shivani Agarwal, Thore Graepel, Ralf Herbrich, Sariel Har-peled and Dan Roth
Journal of Machine Learning Research, 2005


A Large Deviation Bound for the Area Under the ROC Curve
Shivani Agarwal, Thore Graepel, Ralf Herbrich and Dan Roth
Advances in Neural Information Processing Systems 17, 2004