A comparison between Sobol's indices and Shapley's effect for global sensitivity analysis of systems with independent input variables

B Vuillod, M Montemurro, E Panettieri… - Reliability Engineering & …, 2023 - Elsevier
The model-based system engineering approach consists of assembling subsystems
together to model a complete system. In this context, some functional blocks can have a …

Variance reduction for estimation of Shapley effects and adaptation to unknown input distribution

B Broto, F Bachoc, M Depecker - SIAM/ASA Journal on Uncertainty …, 2020 - SIAM
The Shapley effects are global sensitivity indices: they quantify the impact of each input
variable on the output variable in a model. In this work, we suggest new estimators of these …

An overview of recent applications of Game Theory to bioinformatics

S Moretti, AV Vasilakos - Information Sciences, 2010 - Elsevier
The goal of this work is to provide a comprehensive review of different Game Theory
applications that have been recently used to predict the behavior of non-rational agents in …

The Shapley and Banzhaf values in microarray games

R Lucchetti, S Moretti, F Patrone… - Computers & Operations …, 2010 - Elsevier
We provide a characterization of the Banzhaf value on the class of the microarray games,
and another characterization of the Shapley value, on the same class, in the spirit of [Moretti …

A novel feature selection technique for improved survivability diagnosis of breast cancer

S Sasikala, SA alias Balamurugan, S Geetha - Procedia Computer Science, 2015 - Elsevier
In this paper we propose a novel Shapely Value Embedded Genetic Algorithm, called as
SVEGA that improves the breast cancer diagnosis accuracy that selects the gene subset …

Game theoretic centrality: a novel approach to prioritize disease candidate genes by combining biological networks with the Shapley value

MW Sun, S Moretti, KM Paskov, NT Stockham… - BMC …, 2020 - Springer
Background Complex human health conditions with etiological heterogeneity like Autism
Spectrum Disorder (ASD) often pose a challenge for traditional genome-wide association …

Gene expression endpoints following chronic waterborne copper exposure in a genomic model organism, the zebrafish, Danio rerio

PM Craig, C Hogstrand, CM Wood… - Physiological …, 2009 - journals.physiology.org
Although copper (Cu) is an essential micronutrient for all organisms, in excess, waterborne
Cu poses a significant threat to fish from the cellular to population level. We examined the …

Using coalitional games on biological networks to measure centrality and power of genes

S Moretti, V Fragnelli, F Patrone, S Bonassi - Bioinformatics, 2010 - academic.oup.com
Motivation: The interpretation of gene interaction in biological networks generates the need
for a meaningful ranking of network elements. Classical centrality analysis ranks network …

Sensitivity indices for independent groups of variables

B Broto, F Bachoc, M Depecker, JM Martinez - Mathematics and Computers …, 2019 - Elsevier
In this paper, we study sensitivity indices for independent groups of variables and we look at
the particular case of block-additive models. We show in this case that most of the Sobol …

Global Transcriptome Analysis Reveals Small RNAs Affecting Neisseria meningitidis Bacteremia

L Fagnocchi, S Bottini, G Golfieri, L Fantappie… - PLoS …, 2015 - journals.plos.org
Most bacterial small RNAs (sRNAs) are post-transcriptional regulators involved in adaptive
responses, controlling gene expression by modulating translation or stability of their target …