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Title[redir]:
The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation - PMC
Description:
To evaluate binary classifications and their confusion matrices, scientific researchers can employ several statistical rates, accordingly to the goal of the experiment they are investigating. Despite being a crucial issue in machine learning, no ...
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Keywords {🔍}
doi, score, mcc, accuracy, google, scholar, dataset, data, case, true, negatives, positives, correlation, classification, instances, coefficient, positive, negative, confusion, imbalanced, pubmed, prediction, false, correctly, learning, classifier, matthews, performance, binary, machine, results, representing, pmc, rate, article, measures, additional, measure, matrix, class, file, cases, free, information, interval, patients, pie, chart, amounts, ranking,
Topics {✒️}
receiver operating characteristic org/web/packages/plsgenomics/index high-dimensional class-imbalanced data support vector machine precision-recall-gain curves support vector machines microarray quality control pmc beta search interacting enhancer–promoter pairs predict enhancer-promoters interactions k-category correlation coefficient precision–recall curve overcame microarray-based predictive models approximate rank-order clustering macro/micro averaging procedure high-dimensional genomic data maqc-ii project test inter-rater reliability multi-task deep learning micro/macro averaged f1 supplementary information 12864_2019_6413_moesm1_esm micro-averaged evaluation measures seqc/maqc-iii consortium eng adv technol designing multi-label classifiers real-world model performance” pearson correlation coefficient precision-recall curves low/high grade tumor negatively imbalanced dataset article ‘broad patterns matthews correlation coefficient enhancer–promoter interactions previously cited case supplementary materials included supplementary materials 12864_2019_6413_moesm1_esm pair precision/recall positively imbalanced dataset evaluating text categorization 20th international conference comput biol chem gene expression data precision-recall plot informa eng appl k-nearest neighbors [6] k-nearest neighbors 58 k-nearest neighbors gene expression revealed colon tissue released 28th international conference
Questions {❓}
- A crucial issue naturally arises, concerning the outcome of a classification process: how to evaluate the classifier performance?
- Given a clinical feature dataset of patients with cancer traits [1, 2], which patients will develop the tumor, and which will not?
- How to evaluate performance of prediction methods?
- When Is “Nearest Neighbor” Meaningful?
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