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4 papers · 1 filter
Critical Behavior and Universality Classes for an Algorithmic Phase Transition in Sparse Reconstruction
Mohammad Ramezanali, Partha P. Mitra, Anirvan M. Sengupta
Recovery of an -dimensional, -sparse solution from an -dimensional vector of measurements for multivariate linear regression can be accomplished…
Searching for behavioral homologies: Shared generative rules for expansion and narrowing down of the locomotor repertoire in Arthropods and Vertebrates
A. Gomez-Marin, E. Oron, A. Gakamsky +3
We use immobility as an origin and reference for the measurement of locomotor behavior; speed, the direction of walking and the direction of facing as the three degrees of freedom…
Learning quantitative sequence-function relationships from massively parallel experiments
Gurinder S. Atwal, Justin B. Kinney
A fundamental aspect of biological information processing is the ubiquity of sequence-function relationships -- functions that map the sequence of DNA, RNA, or protein to a biochem…
The cavity method for analysis of large-scale penalized regression
Mohammad Ramezanali, Partha P. Mitra, Anirvan M. Sengupta
Penalized regression methods aim to retrieve reliable predictors among a large set of putative ones from a limited amount of measurements. In particular, penalized regression with…