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stat.ML2014★ 6 cited
A Spectral Algorithm for Inference in Hidden Semi-Markov Models
Igor Melnyk, Arindam Banerjee
Hidden semi-Markov models (HSMMs) are latent variable models which allow latent state persistence and can be viewed as a generalization of the popular hidden Markov models (HMMs).…
stat.ML2014★ 17 cited
Generalized Dantzig Selector: Application to the k-support norm
Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee
We propose a Generalized Dantzig Selector (GDS) for linear models, in which any norm encoding the parameter structure can be leveraged for estimation. We investigate both computati…