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Vamsi Ithapu

2 accepted papers

2020

A Sequential Self Teaching Approach for Improving Generalization in Sound Event Recognition

ICML 2020poster

An important problem in machine auditory perception is to recognize and detect sound events. In this paper, we propose a sequential self-teaching approach to learning sounds. Our main proposition is that it is harder to learn sounds in adverse situations such as from weakly labeled and/or noisy labe…

Cited by 48SourcePDFScholar
2016

Experimental Design on a Budget for Sparse Linear Models and Applications

ICML 2016poster

Budget constrained optimal design of experiments is a classical problem in statistics. Although the optimal design literature is very mature, few efficient strategies are available when these design problems appear in the context of sparse linear models commonly encountered in high dimensional machi…

Cited by 20SourcePDFScholar