Search Machine Learning Repository:
All publications by Aditya Menon
authors venues years



Learning from Corrupted Binary Labels via Class-Probability Estimation
Aditya Menon, Brendan V. Rooyen, Cheng S. Ong and Bob Williamson
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Learning with Symmetric Label Noise: The Importance of Being Unhinged
Brendan V. Rooyen, Aditya Menon and Robert C. Williamson
Advances in Neural Information Processing Systems 28, 2015


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


A Machine Learning Framework for Programming by Example
Aditya Menon, Omer Tamuz, Sumit Gulwani, Butler Lampson and Adam Kalai
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Predicting accurate probabilities with a ranking loss
Aditya Menon, Xiaoqian Jiang, Shankar Vembu, Charles Elkan and Lucila Ohno-machado
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012