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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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2
Phenotypic Profiling of Selected Cellulolytic Strains to Develop a Crop Residue-Decomposing Bacterial Consortium
Published 2025-01-01“…All strains demonstrated effective straw biomass degradation compared to the negative control, with significant differences detected only in oil seed rape straw biodegradation estimations. …”
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3
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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FEATURE SELECTION IN THE TASK OF MEDICAL DIAGNOSTICS ON MICROARRAY DATA
Published 2015-01-01“…On this basis, methods of quantitative estimation of compactness of patterns, construction of decision rules, and feature selection are developed. All these techniques are implemented in the FRiS-GRAD algorithm. …”
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5
Evaluating the Nuclear Reaction Optimization (NRO) Algorithm for Gene Selection in Cancer Classification
Published 2025-04-01Subjects: Get full text
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6
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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7
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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8
Xq12q13.2 duplication detected in a child in selective exome screening
Published 2024-09-01Subjects: 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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10
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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11
Mutable Composite Firefly Algorithm for Microarray-Based Cancer Classification
Published 2025-01-01Subjects: “…Biomarker detection…”
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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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13
Effective detection of 148 cases chromosomal mosaicism by karyotyping, chromosomal microarray analysis and QF-PCR in 32,967 prenatal diagnoses
Published 2025-04-01“…Methods A total of 148 fetuses diagnosed with chromosomal mosaicism by karyotyping with copy number variant sequencing (CNV-seq)/ chromosomal microarray analysis (CMA) and quantitative fluorescent polymerase chain reaction (QF-PCR) were selected, and the results from three the methods were compared and further analyzed. …”
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14
Using effective subnetworks to predict selected properties of gene networks.
Published 2010-10-01“…Steady state measurements of these influence networks can be obtained from DNA microarray experiments. However, since they contain a large number of nodes, the computation of influence networks requires a prohibitively large set of microarray experiments. …”
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15
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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16
Generalizability of machine learning models for diabetes detection a study with nordic islet transplant and PIMA datasets
Published 2025-02-01Subjects: “…Early diabetes detection…”
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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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18
Fast Spot Locating for Low-Density DNA Microarray
Published 2025-03-01“…Low-density DNA microarrays are crucial in molecular diagnostics due to their cost-effectiveness and high sensitivity. …”
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19
Fabrication of DNA Microarrays Using Unmodified Oligonucleotide Probes
Published 2001-02-01“…Our method provides a cost-effective alternative to conventional attachment strategies that is particularly suitable for genotyping PCR products with nucleic acid microarrays.…”
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Portable Fluorescence Microarray Reader-Enabled Biomarker Panel Detection System for Point-of-Care Diagnosis of Lupus Nephritis
Published 2025-01-01“…This study introduces an LED-based fluorescence reader designed for POC applications, enabling multiplex detection of lupus nephritis (LN) biomarkers using a biomarker microarray (BMA) slide. …”
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