Results 1 to 10 of about 400,946 (151)

An Information-Theoretic Analysis of High-Frequency Load Disaggregation [PDF]

open access: yesEntropy
High-frequency non-intrusive load monitoring provides detailed harmonic information for appliances’ power disaggregation, and machine-learning approaches have demonstrated good performance in this task.
Gabriel Arquelau Pimenta Rodrigues   +4 more
doaj   +2 more sources

Adaptive Radar Waveform Design Based on Weighted MI and the Difference of Two Mutual Information Metrics

open access: yesComplexity, 2021
This study deals with the problem of radar waveform design based on the weighted mutual information (MI) and the difference of two mutual information metrics (DMI) in signal-dependent interference. Since the target and clutter information are included in
Fengming Xin   +4 more
doaj   +2 more sources

Uncovering Neural Learning Dynamics Through Latent Mutual Information [PDF]

open access: yesEntropy
We study how convolutional neural networks reorganize information during learning in natural image classification tasks by tracking mutual information (MI) between inputs, intermediate representations, and labels. Across VGG-16, ResNet-18, and ResNet-50,
Arianna Issitt   +4 more
doaj   +2 more sources

Error Exponents and α-Mutual Information

open access: yesEntropy, 2021
Over the last six decades, the representation of error exponent functions for data transmission through noisy channels at rates below capacity has seen three distinct approaches: (1) Through Gallager’s E0 functions (with and without cost constraints); (2)
Sergio Verdú
doaj   +1 more source

The Time Evolution of Mutual Information between Disjoint Regions in the Universe

open access: yesEntropy, 2023
We study the time evolution of mutual information between mass distributions in spatially separated but casually connected regions in an expanding universe.
Biswajit Pandey
doaj   +1 more source

Research on Spam Filtering Technology Based on IMI-WNB Algorithm [PDF]

open access: yesJisuanji gongcheng, 2020
The application of Mutual Information(MI) and Naive Bayes(NB) algorithm to spam filtering is faced with feature redundancy and invalid independence assumption.To address the problem,this paper proposes an Improved Mutual Information-Weighted Naive Bayes ...
LIU Jie, WANG Zheng, WANG Hui
doaj   +1 more source

Higher-Order Interactions and Their Duals Reveal Synergy and Logical Dependence beyond Shannon-Information

open access: yesEntropy, 2023
Information-theoretic quantities reveal dependencies among variables in the structure of joint, marginal, and conditional entropies while leaving certain fundamentally different systems indistinguishable. Furthermore, there is no consensus on the correct
Abel Jansma
doaj   +1 more source

A method for continuous-range sequence analysis with Jensen-Shannon divergence

open access: yesPapers in Physics, 2021
Mutual Information (MI) is a useful Information Theory tool for the recognition of mutual dependence between data sets. Several methods have been developed fore estimation of MI when both data sets are of the discrete type or when both are of the ...
Miguel Ángel Ré   +1 more
doaj   +1 more source

MI-SegNet: Mutual Information-Based US Segmentation for Unseen Domain Generalization

open access: yes, 2023
Generalization capabilities of learning-based medical image segmentation across domains are currently limited by the performance degradation caused by the domain shift, particularly for ultrasound (US) imaging. The quality of US images heavily relies on carefully tuned acoustic parameters, which vary across sonographers, machines, and settings.
Bi, Yuan   +5 more
openaire   +2 more sources

On the α-q-Mutual Information and the α-q-Capacities

open access: yesEntropy, 2021
The measures of information transfer which correspond to non-additive entropies have intensively been studied in previous decades. The majority of the work includes the ones belonging to the Sharma–Mittal entropy class, such as the Rényi, the Tsallis ...
Velimir M. Ilić, Ivan B. Djordjević
doaj   +1 more source

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