Dr. Mehdi Maadooliat

Dr. Mehdi MaadooliatMarquette University

Cudahy Hall, 351

MilwaukeeWI53201United States of America(414) 288-6341mehdi.maadooliat@marquette.eduPersonal Website

Associate Professor

Department of Mathematical and Statistical Sciences

Courses Taught

• Statistical Machine Learning
• Computational Probability
• Regression Analysis
• Mathematical Statistics

Research Interests

• Bioinformatics
• Machine Learning
• Functional Data Analysis and Skewed Distributions

Publications

• H. Haghbin, and M. Maadooliat "A journey from univariate to multivariate functional time series: A comprehensive review", WIREs Computational Statistics, Accepted, e1640, (2023)
• J. Trinka, H. Haghbin, H. Shang and M. Maadooliat, "Functional time series forecasting: Functional singular spectrum analysis approaches" (package, web tool), Stat, 12, e621, (2023)
• J. Trinka, H. Haghbin and M. Maadooliat, "Multivariate functional Singular Spectrum Analysis: A nonparametric approach for analyzing multivariate functional time series", a book chapter in "Emerging topics in statistics and biostatistics: Innovations in multivariate statistical modeling", Springer, ISSN: 2524-7735, 187-221, (2022)
• H. Haghbin, S. M. Najibi, R. Mahmoudvand, J. Trinka and M. Maadooliat, "Functional singular spectrum analysis" (package, web tool), Stat (Special Issue in Statistics and Data Science), 10, e330, (2021)
• T. Chen, Y. Sun and M. Maadooliat, "Collective spectral density estimation and clustering for spatially-correlated data", Spatial Statistics, Vol. 38, 100451, (2020)
• M. Maadooliat, Y. Sun and T. Chen, "Nonparametric collective spectral density estimation with an application to clustering the brain signals", Statistics in Medicine, Vol. 37, No. 30, 4789-4806, (2018) (PubMed ID: 30259540)
• N. K. Bansal, M. Maadooliat and S. J. Schrodi, "Empirical Bayesian approach to testing multiple hypotheses with separate priors for left and right alternatives", Statistical Applications in Genetics and Molecular Biology, Vol. 17, No. 4, A20180002 (2018) (PubMed ID: 29975669)
• S. M. Najibi, M. Maadooliat, L. Zhou, J. Z. Huang and X. Gao, "Protein structure classification and loop modeling using multiple Ramachandran distributions", Computational and Structural Biotechnology Journal, Vol. 15, 243-254 (2017) (PubMed ID: 28280526)
• M. Maadooliat, L. Zhou, S. M. Najibi, X. Gao and J. Z. Huang, "Collective estimation of multiple bivariate density functions with application to angular-sampling-based protein loop modeling", Journal of the American Statistical Association, Vol. 111, No. 513, 43-56, (2016)
• H.M. Kim, M. Maadooliat, R.B. Arellano-Valle and M.G. Genton, "Skewed factor models using selection mechanism", Journal of Multivariate Analysis, Vol.145, 162-177, (2016)