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FEATURE SELECTION IN THE TASK OF MEDICAL DIAGNOSTICS ON MICROARRAY DATA
Published 2015-01-01“…The high efficiency of the algorithm is illustrated by results of solving the task of disease recognition on a microarray dataset.…”
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Navigating the microarray landscape: a comprehensive review of feature selection techniques and their applications
Published 2025-07-01Subjects: Get full text
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Comprehensive Review of Hybrid Feature Selection Methods for Microarray-Based Cancer Detection
Published 2025-01-01Subjects: Get full text
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Mutable Composite Firefly Algorithm for Microarray-Based Cancer Classification
Published 2025-01-01Subjects: Get full text
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Exploring Feature Selection with Deep Learning for Kidney Tissue Microarray Classification Using Infrared Spectral Imaging
Published 2025-03-01Subjects: Get full text
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Phenotypic Profiling of Selected Cellulolytic Strains to Develop a Crop Residue-Decomposing Bacterial Consortium
Published 2025-01-01“…However, this solution often focuses mostly on selecting microorganisms based on the appropriate enzymic capabilities and neglects the metabolic versatility required to utilize both structural and non-structural components of residues. …”
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Consistency and Stability in Feature Selection for High-Dimensional Microarray Survival Data in Diffuse Large B-Cell Lymphoma Cancer
Published 2025-02-01“…High-dimensional survival data, such as microarray datasets, present significant challenges in variable selection and model performance due to their complexity and dimensionality. …”
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Gene selection based on adaptive neighborhood-preserving multi-objective particle swarm optimization
Published 2025-05-01Subjects: “…Microarray gene selection…”
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Evaluating the Nuclear Reaction Optimization (NRO) Algorithm for Gene Selection in Cancer Classification
Published 2025-04-01Subjects: Get full text
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Ensemble Algorithm Based on Gene Selection, Data Augmentation, and Boosting Approaches for Ovarian Cancer Classification
Published 2024-12-01Subjects: Get full text
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Xq12q13.2 duplication detected in a child in selective exome screening
Published 2024-09-01Subjects: Get full text
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A two stage grading approach for feature selection and classification of microarray data using Pareto based feature ranking techniques: A case study
Published 2020-02-01“…High dimensional search space in microarray data with large number of genes and few dozen of samples increases the complexity of analysis of such databases. …”
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A hybrid of an automated multi-filter with a spatial bound particle swarm optimization for gene selection and cancer classification
Published 2025-03-01Subjects: Get full text
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BIMSSA: enhancing cancer prediction with salp swarm optimization and ensemble machine learning approaches
Published 2025-01-01Subjects: Get full text
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A Novel Ensemble Feature Selection Technique for Cancer Classification Using Logarithmic Rank Aggregation Method
Published 2024-04-01“…Recent studies have shown that ensemble feature selection (EFS) has achieved outstanding performance in microarray data classification. …”
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Efficient Hybrid-Robust Approach for Cancer Biomarker Discovery Using Omics Data
Published 2025-01-01Subjects: Get full text
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A Network Analysis Approach to Detect and Differentiate Usher Syndrome Types Using miRNA Expression Profiles: A Pilot Study
Published 2024-11-01Subjects: Get full text
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Microarray-Based Cancer Diagnosis with Artificial Neural Networks
Published 2003-03-01Get full text
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Listen to genes: dealing with microarray data in the frequency domain.
Published 2009-01-01“…<h4>Background</h4>We present a novel and systematic approach to analyze temporal microarray data. The approach includes normalization, clustering and network analysis of genes.…”
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