AIMC Topic: Poisson Distribution

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Exponential stability of infinite-dimensional impulsive stochastic systems with Poisson jumps under aperiodically intermittent control.

Neural networks : the official journal of the International Neural Network Society Jul 1, 2025
This paper studies the problem of mean square exponential stability (ES) for a class of impulsive stochastic infinite-dimensional systems with Poisson jumps (ISIDSP) using aperiodically intermittent control (AIC). It provides a detailed analysis of i...
Neural Networks, Computer Algorithms Computer Simulation Poisson Distribution Stochastic Processes
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Poisson random measure noise-induced coherence in epidemiological priors informed deep neural networks to identify the intensity of virus dynamics.

Scientific reports May 17, 2025
Differential equations-based epidemiological compartmental systems and deep neural networks-based artificial intelligence can effectively analyze and combat monkeypox (MPV) transmission with Poisson random measure noise into a stochastic SEIQR (susce...
Humans Neural Networks, Computer Algorithms Animals Deep Learning Poisson Distribution
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The Leaky Integrate-and-Fire Neuron Is a Change-Point Detector for Compound Poisson Processes.

Neural computation Apr 17, 2025
Animal nervous systems can detect changes in their environments within hundredths of a second. They do so by discerning abrupt shifts in sensory neural activity. Many neuroscience studies have employed change-point detection (CPD) algorithms to estim...
Humans Neural Networks, Computer Algorithms Animals Models, Neurological Action Potentials Poisson Distribution Neurons Membrane Potentials
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Uncovering tissue-specific binding features from differential deep learning.

Nucleic acids research Mar 18, 2020
Transcription factors (TFs) can bind DNA in a cooperative manner, enabling a mutual increase in occupancy. Through this type of interaction, alternative binding sites can be preferentially bound in different tissues to regulate tissue-specific expres...
Animals Deep Learning Protein Binding Mice Computational Biology Models, Genetic Poisson Distribution RNA High-Throughput Nucleotide Sequencing Embryo, Mammalian Organ Specificity Protein Isoforms Binding Sites Homeodomain Proteins Gene Expression Regulation, Developmental Chromatin Immunoprecipitation Branchial Region Myeloid Ecotropic Viral Integration Site 1 Protein
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