Search Results for author: Purushottam D. Dixit

Found 3 papers, 1 papers with code

TMI: Thermodynamic inference of data manifolds

no code implementations21 Nov 2019 Purushottam D. Dixit

The Gibbs-Boltzmann distribution offers a physically interpretable way to massively reduce the dimensionality of high dimensional probability distributions where the extensive variables are `features' and the intensive variables are `descriptors'.

Dimensionality Reduction

Introducing user-prescribed constraints in Markov chains for nonlinear dimensionality reduction

1 code implementation13 Jun 2018 Purushottam D. Dixit

The central component of many of these methods is a symmetric kernel that quantifies the vicinity between pairs of data points and a kernel-induced Markov chain on the data.

Dimensionality Reduction

Entropy production rate as a criterion for inconsistency in decision theory

no code implementations5 Jan 2018 Purushottam D. Dixit

Pairwise comparison matrices (PCMs) are regularly used to solve multiple-criteria decision-making (MCDM) problems, for example, using Saaty's analytic hierarchy process (AHP) framework.

Decision Making

Cannot find the paper you are looking for? You can Submit a new open access paper.