BioData Mining

The Matthews correlation coefficient (MCC) is more reliable than balanced accuracy, bookmaker informedness, and markedness in two-class confusion matrix evaluation

Davide Chicco, Niklas Tötsch, Giuseppe Jurman · 2021 · 893 citations · Full text

Life Sciences, Bioinformatics, Data Mining +12

Using graph theory to analyze biological networks

Georgios A. Pavlopoulos, Maria Secrier, Charalampos Moschopoulos et al. · 2011 · 809 citations · Full text

Life Sciences, Biology, Systems Biology +14

Performance of genetic programming optimised Bowtie2 on genome comparison and analytic testing (GCAT) benchmarks

William B. Langdon · 2015 · 706 citations · Full text

Life Sciences, Bioinformatics, Biology +13

The Matthews correlation coefficient (MCC) should replace the ROC AUC as the standard metric for assessing binary classification

Davide Chicco, Giuseppe Jurman · 2023 · 513 citations · Full text

Medicine, Data Science, Clinical Classification Systems +12

PMLB: a large benchmark suite for machine learning evaluation and comparison

Randal S. Olson, William La Cava, Patryk Orzechowski et al. · 2017 · 359 citations · Full text

Computing, Computer Science, Data Science +8