activity
20102014
most citedBayesian Evidence and Model Selection

93 citations · 112 across the 7 of their papers we have counts for

collaborators

7 papers

stat.ME2014★ 93 cited

Bayesian Evidence and Model Selection

Kevin H. Knuth, Michael Habeck, Nabin K. Malakar +2

In this paper we review the concepts of Bayesian evidence and Bayes factors, also known as log odds ratios, and their application to model selection. The theory is presented along…

astro-ph.IM2014

The Spatial Sensitivity Function of a Light Sensor

N. K. Malakar, A. J. Mesiti, K. H. Knuth

The Spatial Sensitivity Function (SSF) is used to quantify a detector's sensitivity to a spatially-distributed input signal. By weighting the incoming signal with the SSF and integ…

stat.ML2014★ 9 cited

Survey On The Estimation Of Mutual Information Methods as a Measure of Dependency Versus Correlation Analysis

D. Gencaga, N. K. Malakar, D. J. Lary

In this survey, we present and compare different approaches to estimate Mutual Information (MI) from data to analyse general dependencies between variables of interest in a system.…

physics.ins-det2013

Modeling a Sensor to Improve its Efficacy

N. K. Malakar, D. Gladkov, K. H. Knuth

Robots rely on sensors to provide them with information about their surroundings. However, high-quality sensors can be extremely expensive and cost-prohibitive. Thus many robotic s…

stat.ML2013★ 2 cited

Towards Identification of Relevant Variables in the observed Aerosol Optical Depth Bias between MODIS and AERONET observations

N. K. Malakar, D. J. Lary, D. Gencaga +2

Measurements made by satellite remote sensing, Moderate Resolution Imaging Spectroradiometer (MODIS), and globally distributed Aerosol Robotic Network (AERONET) are compared. Compa…

stat.ML2011★ 5 cited

Maximum Joint Entropy and Information-Based Collaboration of Automated Learning Machines

N. K. Malakar, K. H. Knuth, D. J. Lary

We are working to develop automated intelligent agents, which can act and react as learning machines with minimal human intervention. To accomplish this, an intelligent agent is vi…

stat.ML2010★ 3 cited

Entropy-Based Search Algorithm for Experimental Design

N. K. Malakar, K. H. Knuth

The scientific method relies on the iterated processes of inference and inquiry. The inference phase consists of selecting the most probable models based on the available data; whe…