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Author: Yoon, Byung-Jun

Mohammad Shahrokh Esfahania, Jason Knighta, Amin Zollanvaria, Byung-Jun Yoona, Edward R. Dougherty, "Classifier design given an uncertainty class of feature distributions via regularized maximum likelihood and the incorporation of biological pathway knowledge in steady-state phenotype classification", Pattern Recognition Volume 46, Issue 10, October 2013, Pages 2783–2797  (Journal Publication)  [More Details]  [Online]

Byung-Jun Yoon, Xiaoning Qian, and Edward R. Dougherty, "Quantifying the objective cost of uncertainty in complex dynamical systems", IEEE Transactions on Signal Processing, vol. 61, no. 9, pp. 2256-2266, May 2013  (Journal Publication)  [More Details]  [Online]

Byung-Jun Yoon, Xiaoning Qian, Sayed Mohammad Ebrahim Sahraeian, "Comparative analysis of biological networks using Markov chains and hidden Markov models", IEEE Signal Processing Magazine, Special Issue on Genomic and Proteomic Signal Processing in Biomolecular Pathways, 29(1): 22--34, 2012.  (Journal Publication)  [More Details]  [Online]

Esfahani, M. S., Yoon, B-J., and Dougherty, E. R., "Probabilistic Reconstruction of the Tumor Progression Process in Gene Regulatory Networks in the Presence of Uncertainty", BMC Bioinformatics, 12(Suppl 10):S9, October, 2011  (Journal Publication)  [More Details]  [Online]

Byung-Jun Yoon, "Hidden Markov Models and their Applications in Biological Sequence Analysis", Curr Genomics. 2009 September; 10(6): 402–415  (Journal Publication)  [More Details]  [Online]

Xiaoning Qian , Sing-Hoi Sze, Byung-Jun Yoon, "Querying pathways in protein interaction networks based on hidden Markov models", Journal of Computational Biology, 16(2):145--157, 2009  (Journal Publication)  [More Details]  [Online]