Tabular Playground - #MutualInformation & #PCA #kaggle #DataScience #MachineLearning .

#mdpientropy Top Cited Paper: "Information Decomposition of Target Effects from Multi-Source Interactions: Perspectives on Previous, Current and Future Work" #mutualinformation.#informationdecomposition.#uniqueinformation.#redundancy .#synergy

#informationgainratio #informationgain #mutualinformation #decisiontreelearning #deeplearningtechnics

(19-20/100) #100DaysOfCode .Hoy termine de hacer más legible y reusable mi código en #R que use para mi tesis. Para reconstruir las redes a partir de datos de #RNAseq use #MutualInformation y #RelevanceNeworks.Para el análisis de las redes use #igraph. #networks #RNA

📢Welcome to read the paper "Unique Information Through the Lens of Channel Ordering: An Introduction and Review", by Pradeep Kr. Banerjee. 👉Find full article at: #Cryptography #SecretKey #BlackwellOrder #Redundancy #synergy #MutualInformation

A gif of feature maps that were created by maximizing #MutualInformation, as scary they look, I think it very interesting results. #NeuralNetworks #ArtificialIntelligence #MachineLearning #Statistics

the #MutualInformation between bits to identify real information. If the state of a bit depends on others it's real, otherwise it's noise = false information, summarised in an infographic⬇️ Effectively we just count MANY bits. Computationally expensive? Not with . 3/4

#mdpientropy #topcitedpaper: "The Correlation Production in Thermodynamics". #thermodynamics #macroscopicirreversibility #microscopicreversibility #entropyproduction #mutualinformation #correlationproduction

#mdpientropy "Information Flows of Diverse Autoencoders" #informationbottlenecktheory.#mutualinformation.#autoencoders

#mdpientropy "Information-Theoretic Generalization Bounds for Meta-Learning and Applications" #metalearning.#generalizationbounds.#mutualinformation

#mdpientropy 🏆🏆We are pleased to announce the #winner of the 2021 #Entropy #BestPaperAwards:. The research article "#Nonlinear #InformationBottleneck"👏👏. #mutualinformation.representation #learning.#neuralnetworks

📢Welcome to read the paper "On the Differential and the Integral Value of Information", by Raphael D. Levine. 👉Find full article at: #mutualinformation #maximalentropy #probabilitydistribution #information

#mdpientropy Our Editor's Choice article: "Generalised Measures of Multivariate Information Content" by @Conor_Finn and @jlizier #informationcontent.#multivariate #mutualinformation.#informationmeasures.#informationdecomposition.#synergy.#redundancy

#mdpientropy Our Editor's choice paper: "The Convex Information Bottleneck Lagrangian" by Borja Rodríguez Gálvez, Ragnar Thobaben and Mikael Skoglund. #informationbottleneck #representationlearning #mutualinformation #optimization

New #SpecialIssue "Nonparametric Estimation of Entropy and Mutual Information", edited by Dr. Karl Stratos, deadline 28 April 2022. Look forward to your submissions! #mutualinformation.#entropy.#deeplearning.#optimization.#representationlearning

MINC-NRL: An Information-Based Approach for #CommunityDetection, by Yinan Chen, Chuanpeng Wang, Dong Li, from South China University of Technology. #mdpialgorithms via MDPI. #mutualinformation.#networkrepresentationlearning

#mdpientropy "A Two-Moment Inequality with Applications to Rényi Entropy and Mutual Information" by Galen Reeves #informationinequalities.#mutualinformation.#Rényientropy

Read #NewPaper "Geometric Insights into the Multivariate Gaussian Distribution and Its Entropy and Mutual Information" from Dah-Jing Jwo et al. #multivariateGaussians.#randomvariables.#visualization.#entropy.#mutualinformation

RT Feature scoring metrics in word-document matrix #mutualinformation #tfidf #featureextraction #scoring #pointwise

RT V measure: an homogeneous and complete clustering #clustering #mutualinformation #entropy #metrics