Search Results for author: Debojyoti Dey

Found 3 papers, 2 papers with code

Corruption-tolerant Algorithms for Generalized Linear Models

no code implementations11 Dec 2022 Bhaskar P Mukhoty, Debojyoti Dey, Purushottam Kar

This paper presents SVAM (Sequential Variance-Altered MLE), a unified framework for learning generalized linear models under adversarial label corruption in training data.

regression

AGGLIO: Global Optimization for Locally Convex Functions

1 code implementation6 Nov 2021 Debojyoti Dey, Bhaskar Mukhoty, Purushottam Kar

This paper presents AGGLIO (Accelerated Graduated Generalized LInear-model Optimization), a stage-wise, graduated optimization technique that offers global convergence guarantees for non-convex optimization problems whose objectives offer only local convexity and may fail to be even quasi-convex at a global scale.

Model Optimization

Epidemiologically and Socio-economically Optimal Policies via Bayesian Optimization

1 code implementation22 May 2020 Amit Chandak, Debojyoti Dey, Bhaskar Mukhoty, Purushottam Kar

Mass public quarantining, colloquially known as a lock-down, is a non-pharmaceutical intervention to check spread of disease.

Bayesian Optimization

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