AIMC Topic:
Bayes Theorem

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Omics data classification using constitutive artificial neural network optimized with single candidate optimizer.

Network (Bristol, England) May 1, 2025
Recent technical advancements enable omics-based biological study of molecules with very high throughput and low cost, such as genomic, proteomic, and microbionics'. To overcome this drawback, Omics Data Classification using Constitutive Artificial N...
Neural Networks, Computer Algorithms Melanoma Genomics Humans Computational Biology Proteomics Bayes Theorem
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Different Performances of Machine Learning Models to Classify Dysphonic and Non-Dysphonic Voices.

Journal of voice : official journal of the Voice Foundation May 1, 2025
OBJECTIVE: To analyze the performance of 10 different machine learning (ML) classifiers for discrimination between dysphonic and non-dysphonic voices, using a variance threshold as a method for the selection and reduction of acoustic measurements use...
Speech Production Measurement Middle Aged Voice Quality Case-Control Studies Dysphonia Predictive Value of Tests Reproducibility of Results Bayes Theorem Signal Processing, Computer-Assisted Young Adult Humans Acoustics Machine Learning Sound Spectrography Female Speech Acoustics Adult Male
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[Construction and preliminary validation of machine learning predictive models for cervical cancer screening based on human DNA methylation].

Zhonghua zhong liu za zhi [Chinese journal of oncology] Feb 23, 2025
Using methylation characteristics of human genes to construct machine learning predictive models for screening cervical cancer and precancerous lesions. Human DNA methylation detection was performed on 224 cervical exfoliated cell specimens from th...
DNA Methylation Early Detection of Cancer Bayes Theorem Uterine Cervical Dysplasia Machine Learning Algorithms Female Uterine Cervical Neoplasms Adult Middle Aged Papillomavirus Infections Support Vector Machine Humans
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A robotics-inspired scanpath model reveals the importance of uncertainty and semantic object cues for gaze guidance in dynamic scenes.

Journal of vision Feb 3, 2025
The objects we perceive guide our eye movements when observing real-world dynamic scenes. Yet, gaze shifts and selective attention are critical for perceiving details and refining object boundaries. Object segmentation and gaze behavior are, however,...
Humans Computer Simulation Eye Movements Robotics Photic Stimulation Uncertainty Fixation, Ocular Saccades Bayes Theorem Attention Cues Semantics
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Individualized multi-treatment response curves estimation using RBF-net with shared neurons.

Biometrics Jan 7, 2025
Heterogeneous treatment effect estimation is an important problem in precision medicine. Specific interests lie in identifying the differential effect of different treatments based on some external covariates. We propose a novel non-parametric treatm...
Humans Organ Dysfunction Scores Neural Networks, Computer Monte Carlo Method Treatment Outcome Precision Medicine Algorithms Biometry Models, Statistical Intensive Care Units Computer Simulation Bayes Theorem Statistics, Nonparametric Length of Stay Markov Chains Sepsis
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Clinical Application of a Big Data Machine Learning Analysis Model for Osteoporotic Fracture Risk Assessment Built on Multicenter Clinical Data in Qingdao City.

Discovery medicine Jan 1, 2025
BACKGROUND: Osteoporotic fractures (OPF) pose a public health issue, imposing significant burdens on families and societies worldwide. Currently, there is a lack of comprehensive and validated risk assessment models for OPF. This study aims to develo...
ROC Curve Support Vector Machine Bayes Theorem Osteoporotic Fractures Humans Middle Aged Aged Machine Learning Risk Assessment Female Aged, 80 and over China Risk Factors Male Big Data
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Bayesian-optimized deep learning for identifying essential genes of mitophagy and fostering therapies to combat drug resistance in human cancers.

Journal of cellular and molecular medicine Jan 1, 2025
Dysregulated mitophagy is essential for mitochondrial quality control within human cancers. However, identifying hub genes regulating mitophagy and developing mitophagy-based treatments to combat drug resistance remains challenging. Herein, BayeDEM (...
Bayes Theorem Cisplatin Mitochondria Drug Resistance, Neoplasm Gene Expression Regulation, Neoplastic Apoptosis Osteosarcoma Genes, Essential Mitophagy Humans Neoplasms Deep Learning Cell Line, Tumor
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Combining Real-Time Neuroimaging With Machine Learning to Study Attention to Familiar Faces During Infancy: A Proof of Principle Study.

Developmental science Jan 1, 2025
Looking at caregivers' faces is important for early social development, and there is a concomitant increase in neural correlates of attention to familiar versus novel faces in the first 6 months. However, by 12 months of age brain responses may not d...
Female Male Infant Bayes Theorem Humans Machine Learning Brain Evoked Potentials Facial Recognition Recognition, Psychology Electroencephalography Attention Face Neuroimaging
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Large-scale prediction of biological activities with Active-IT system.

Biomeditsinskaia khimiia Dec 1, 2024
Traditional testing methods in pharmaceutical development can be time-consuming and costly, but in silico evaluation tools can offer a solution. Our in-house Active-IT system, a Ligand-Based Virtual Screening (LBVS) tool, was developed to predict the...
Support Vector Machine Tea Bayes Theorem Ligands Machine Learning Computer Simulation
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Inferring tumor purity using multi-omics data based on a uniform machine learning framework MoTP.

Briefings in bioinformatics Nov 22, 2024
Existing algorithms for assessing tumor purity are limited to a single omics data, such as gene expression, somatic copy number variations, somatic mutations, and DNA methylation. Here we proposed the machine learning Multi-omics Tumor Purity predict...
Neural Networks, Computer Machine Learning DNA Copy Number Variations Algorithms Bayes Theorem Genomics Neoplasms Computational Biology Humans Multiomics DNA Methylation
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