2 papers
stat.ML2018
Unsupervised Evaluation and Weighted Aggregation of Ranked Predictions
Mehmet Eren Ahsen, Robert Vogel, Gustavo Stolovitzky
Learning algorithms that aggregate predictions from an ensemble of diverse base classifiers consistently outperform individual methods. Many of these strategies have been developed…
stat.ML2017
An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory
Mehmet Eren Ahsen, Mathukumalli Vidyasagar
In this paper, the problem of one-bit compressed sensing (OBCS) is formulated as a problem in probably approximately correct (PAC) learning. It is shown that the Vapnik-Chervonenki…