5 papers
Using growth transform dynamical systems for spatio-temporal data sonification
Oindrila Chatterjee, Shantanu Chakrabartty
Sonification, or encoding information in meaningful audio signatures, has several advantages in augmenting or replacing traditional visualization methods for human-in-the-loop deci…
Resonant Machine Learning Based on Complex Growth Transform Dynamical Systems
Oindrila Chatterjee, Shantanu Chakrabartty
Traditional energy-based learning models associate a single energy metric to each configuration of variables involved in the underlying optimization process. Such models associate…
Neuromorphic In-Memory Computing Framework using Memtransistor Cross-bar based Support Vector Machines
P. Kumar, A. R. Nair, O. Chatterjee +4
This paper presents a novel framework for designing support vector machines (SVMs), which does not impose restriction on the SVM kernel to be positive-definite and allows the user…
A Unified Perspective of Evolutionary Game Dynamics Using Generalized Growth Transforms
Oindrila Chatterjee, Shantanu Chakrabartty
In this paper, we show that different types of evolutionary game dynamics are, in principle, special cases of a dynamical system model based on our previously reported framework of…
Global Optimization based on Growth Transform Dynamical Model
Oindrila Chatterjee, Shantanu Chakrabartty
Conservation principles like conservation of charge or energy provide a natural way to couple and constrain different physical variables. In this letter, we propose a dynamical sys…