A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification von Statnikov, Alexander, Wang, Lily, Aliferis, Constantin F

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Artificial Intelligence and Machine Learning in Health Care and Medical Sciences: Best Practices and Pitfalls

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The max-min hill-climbing Bayesian network structure learning algorithm von TSAMARDINOS, Ioannis, BROWN, Laura E, ALIFERIS, Constantin F

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Regression of atherosclerosis is characterized by broad changes in the plaque macrophage transcriptome von Feig, Jonathan E, Vengrenyuk, Yuliya, Reiser, Vladimir, Wu, Chaowei, Statnikov, Alexander, Aliferis, Constantin F, Garabedian, Michael J, Fisher, Edward A, Puig, Oscar

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Prediction of clinical trial enrollment rates von Bieganek, Cameron, Aliferis, Constantin, Ma, Sisi

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A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis von Statnikov, Alexander, Aliferis, Constantin F., Tsamardinos, Ioannis, Hardin, Douglas, Levy, Shawn

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Analysis and computational dissection of molecular signature multiplicity von Statnikov, Alexander, Aliferis, Constantin F

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Characterization of influenza A virus induced transposons reveals a subgroup of transposons likely possessing the regulatory role as eRNAs von Shen, Steven S., Nanda, Hezkiel, Aliferis, Constantin, Langlois, Ryan A.

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Algorithms for Discovery of Multiple Markov Boundaries von Statnikov, Alexander, Lytkin, Nikita I, Lemeire, Jan, Aliferis, Constantin F

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Machine learning methods to predict child posttraumatic stress: a proof of concept study von Saxe, Glenn N, Ma, Sisi, Ren, Jiwen, Aliferis, Constantin

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Low‐Grade Inflammation in Symptomatic Knee Osteoarthritis: Prognostic Value of Inflammatory Plasma Lipids and Peripheral Blood Leukocyte Biomarkers von Attur, Mukundan, Krasnokutsky, Svetlana, Statnikov, Alexander, Samuels, Jonathan, Li, Zhiguo, Friese, Olga, Hellio Le Graverand‐Gastineau, Marie‐Pierre, Rybak, Leon, Kraus, Virginia B., Jordan, Joanne M., Aliferis, Constantin F., Abramson, Steven B.

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Microbiomic Signatures of Psoriasis: Feasibility and Methodology Comparison von Statnikov, Alexander, Alekseyenko, Alexander V., Li, Zhiguo, Henaff, Mikael, Perez-Perez, Guillermo I., Blaser, Martin J., Aliferis, Constantin F.

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A comprehensive empirical comparison of modern supervised classification and feature selection methods for text categorization von Aphinyanaphongs, Yindalon, Fu, Lawrence D., Li, Zhiguo, Peskin, Eric R., Efstathiadis, Efstratios, Aliferis, Constantin F., Statnikov, Alexander

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Using content-based and bibliometric features for machine learning models to predict citation counts in the biomedical literature von Fu, Lawrence D., Aliferis, Constantin F.

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Mental health progress requires causal diagnostic nosology and scalable causal discovery von Saxe, Glenn N, Bickman, Leonard, Ma, Sisi, Aliferis, Constantin

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A comprehensive evaluation of multicategory classification methods for microbiomic data von Statnikov, Alexander, Henaff, Mikael, Narendra, Varun, Konganti, Kranti, Li, Zhiguo, Yang, Liying, Pei, Zhiheng, Blaser, Martin J, Aliferis, Constantin F, Alekseyenko, Alexander V

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Immune system-related plasma extracellular vesicles in healthy aging von Zhang, Xin, Ma, Sisi, Huebner, Janet L, Naz, Syeda Iffat, Alnemer, Noor, Soderblom, Erik J, Aliferis, Constantin, Kraus, Virginia Byers

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An Evaluation of Active Learning Causal Discovery Methods for Reverse-Engineering Local Causal Pathways of Gene Regulation von Ma, Sisi, Kemmeren, Patrick, Aliferis, Constantin F., Statnikov, Alexander

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GEMS: A system for automated cancer diagnosis and biomarker discovery from microarray gene expression data von Statnikov, Alexander, Tsamardinos, Ioannis, Dosbayev, Yerbolat, Aliferis, Constantin F.

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Causal analysis identifies small HDL particles and physical activity as key determinants of longevity of older adults von Kraus, Virginia Byers, Ma, Sisi, Tourani, Roshan, Fillenbaum, Gerda G., Burchett, Bruce M., Parker, Daniel C., Kraus, William E., Connelly, Margery A., Otvos, James D., Cohen, Harvey Jay, Orenduff, Melissa C., Pieper, Carl F., Zhang, Xin, Aliferis, Constantin F.

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