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المؤلفون: Stephen M. Techtmann, Ryan B. Ghannam
المصدر: Computational and Structural Biotechnology Journal, Vol 19, Iss, Pp 1092-1107 (2021)
Computational and Structural Biotechnology Journalمصطلحات موضوعية: SVM, Support Vector Machines, Computer science, SML, Supervised Machine Learning, Biophysics, Review Article, Marker genes, Machine learning, computer.software_genre, Biochemistry, 03 medical and health sciences, 0302 clinical medicine, Microbial ecology, USML, Unsupervised Machine Learning, Structural Biology, Environmental monitoring, Genetics, Leverage (statistics), Microbiome, 16S rRNA, AUC, Area Under the Curve, GB, Gradient Boosting, Environmental quality, ComputingMethodologies_COMPUTERGRAPHICS, Forensics, 030304 developmental biology, Interpretability, 0303 health sciences, tSNE, t-distributed Stochastic Neighbor Embedding, business.industry, ROC, Receiver Operating Characteristic, PCoA, Principal Coordinate Analysis, ASV, Amplicon Sequence Variant, ANN, Artificial Neural Networks, Computer Science Applications, Microbial population biology, ML, Machine Learning, Metagenomics, 030220 oncology & carcinogenesis, Artificial intelligence, business, RF, Random Forests, computer, TP248.13-248.65, Biotechnology
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المؤلفون: Qiang Gao, Zhiao Shi, Bing Zhang, Bo Wen
المصدر: Molecular & Cellular Proteomics : MCP
مصطلحات موضوعية: Proteomics, SPCA, supervised principal component analysis, Computer science, LR, logistic regression, Biochemistry, Mass Spectrometry, SMC4, structural maintenance of chromosome subunit 4, Analytical Chemistry, kNN, k-nearest neighbor, Biomarker discovery, STAT1, signal transducer and activator of transcription 1, 0303 health sciences, LASSO, least absolute shrinkage and selection operator, GBM, gradient boosting machine, Liver Neoplasms, 030302 biochemistry & molecular biology, MSI, microsatellite instability, Prognosis, MSS, microsatellite stable, Neoplasm Proteins, RF, random forests, Feature (computer vision), RSEM, RNA-seq by expectation maximization, iBAQ, intensity-based absolute quantification, Colorectal Neoplasms, Algorithms, Carcinoma, Hepatocellular, Feature selection, Computational biology, 03 medical and health sciences, FPKM, fragments per kilobase of transcript per million mapped reads, Biomarkers, Tumor, AUROC, area under the receiver operating characteristic curve, Humans, Lysophosphatidylcholine acyltransferase 1, Software verification and validation, Cluster analysis, ProMS_mo, Protein marker selection_multiomics, Molecular Biology, Selection (genetic algorithm), GO, gene ontology, 030304 developmental biology, PCA, principal component analysis, SVM, support vector machine, ProMS, Protein marker selection, Research, LPCAT1, lysophosphatidylcholine acyltransferase 1, TMT, tandem mass tag, PC, principal component, CRC, colorectal carcinoma, MS, mass spectrometry, HCC, hepatocellular carcinoma, Software, MRMR, maximum relevance minimum redundancy