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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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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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Mutable Composite Firefly Algorithm for Microarray-Based Cancer Classification
Published 2025-01-01Subjects: “…Biomarker detection…”
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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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Xq12q13.2 duplication detected in a child in selective exome screening
Published 2024-09-01Subjects: 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“…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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Microarray Core Detection by Geometric Restoration
Published 2012-01-01“…Furthermore, the algorithm is more efficient than existing methods based on the Hough transform for circle detection. The algorithm’s simplicity, accuracy, and computational efficiency allow for automated high-throughput analysis of microarray images.…”
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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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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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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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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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Photopolymerization as an innovative detection technique for low-density microarrays
Published 2008-08-01“…One limitation that accounts in part for the scarcity of commercially available diagnostic microarrays is the expense associated with fluorescence detection. …”
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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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Prenatal diagnosis and molecular cytogenetic analysis of pure chromosome 10p15.3 microdeletion using chromosomal microarray analysis
Published 2024-12-01“…Karyotyping and chromosomal microarray analysis (CMA) was conducted to assess chromosomal abnormalities and detect copy number variations (CNVs) within the families, respectively. …”
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RETRACTED ARTICLE: Multi-stage biomedical feature selection extraction algorithm for cancer detection
Published 2023-04-01“…Abstract Cancer is a significant cause of death worldwide. Early cancer detection is greatly aided by machine learning and artificial intelligence (AI) to gene microarray data sets (microarray data). …”
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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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