Mahboubeh Madadi. Academic Experience. Education

Transcription

1 Mahboubeh Madadi Phone: +1 (318) Louisiana Tech University Academic Experience 2015 present Assistant Professor, Industrial Engineering, Louisiana Tech University Graduate Assistant, Industrial Engineering, Education Ph.D., Industrial Engineering, M.Sc., Statistics, (Expected 2017) M.Sc., Industrial and Systems Engineering, University of Tehran, Iran B.Sc., Applied Mathematics, Shahid Beheshti University, Iran Research Interest Methodologies Applied Probability and Statistics, (Partially Observable) Markov Decision Processes, Data Mining and Machine Learning, Simulation Applications Medical decision making, Healthcare Systems Optimization Reliability and Maintenance Optimization Research Proposals Funded National Institute of Health, R15CA A1, Quantification of colonic neoplasia growth and impact on colorectal cancer testing, Sherer E. (PI) (50%), Madadi M. (co-pi) (50%), 09/ /2020, $360,665. Pending National Science Foundation. Collaborative Research: An Innovative Approach for Sequential Decision Making in Cancer Screening Considering Overdiagnosis, 06/ /2021, $402,540 (A collaborative proposal with the and University of North Carolina). Department of Defense. Breast Cancer Research Program. Design of breast cancer screening policies to control/minimize the personalized lifetime risk of overdiagnosis and overtreatment, 05/ /2021, $336,436. Publications Journals [1] Madadi M., Heidari M.H., Zhang S., Pohl E., Rainwater C., Williams D. Analyzing Overdiagnosis Risk in Cancer Screening: A Case of Screening Mammography for Breast Cancer. forthcoming in IIE Transactions on Healthcare Systems Engineering. [2] Madadi M., Zhang S., Henderson L. Evaluation of breast cancer mammography screening policies considering adherence behavior. European Journal of Operational Research, 247(2):

2 [3] Madadi M., Zhang S., Yeary K. H. K., and Henderson L. Analyzing factors associated with women s attitudes and behaviors toward screening mammography using design-based logistic regression. Breast Cancer Research and Treatment, 144(1): [4] Madadi M., and Iranmanesh H. A management-oriented approach to reduce a project duration and risk. European Journal of Operational Research, 219(3): [5] Azadeh A., Raoofi Z., Haghnevis M., Madadi M. A unique fuzzy simulation approach for concurrent improvement of customer satisfaction in integrated information and production processes with ambiguity. Concurrent Engineering, 20 (4), Book chapters [1] Madadi M., Zhang S. Cost-effectiveness analysis of Breast Cancer Mammography Screening Policies Considering Uncertainty in Women s Adherence, invited book chapter for Decision Analytics and Optimization in Disease Prevention and Treatment. Kong, N. and Zhang, S. (eds.), accepted and forthcoming in WILEY Series in Operations Research and Management Science. In Progress [1] Madadi M., Maillart L. M., Cassady C. R., Zhang S. Erlang Loss Systems with Most Recently Busy Service Discipline: Transient Analysis and Maintenance Considerations. to be submitted to Probability in the Engineering and Informational Sciences. [2] Wilkes W., Madadi M. Estimating Overdiagnosis in Cancer Screening: Incorporating Adherence Behavior and Racial Disparity. to be submitted to IIE Transactions. [3] Kurt M, Madadi M., Kaufman D. Optimizing Periodic Inspection Frequencies for a Class of Stochastically Degrading Systems. to be submitted to IIE Transactions. [4] Khojandi A., Madadi M.. Optimizing Condition Based Maintenance For Systems With Degrading Sensors [5] Rezaei F., Karumuri B., Madadi M., Pizarro D., Pati S, Iasemidis L. Analysis of Pre-ictal Periods by Connectivity Features and Machine Learning. [6] Shams S., Madadi M. A Deep Convolutional Neural Network for BI-RADS breast density classification of Mammogram Images. to be submitted to IEEE Transactions on Information Technology in Biomedicine. [7] Molani S., Madadi M. Optimizing Mammography Screening Policies in Women with High BI-RADS Density Categories. [8] Fouladi A. H., Madadi M.. Cost Effectiveness Analysis of Multi-modal Colorectal Cancer Screening Policies. [9] Madadi M., Zhang S. Impact of Breast Cancer Overdiagnosis and Overtreatment on Breast Cancer Care Costs. Conferences [1] Madadi M., Holmer R., Zhang S. and Nachtmann, H., Dynamic Decision Modeling for Inland Waterway Disruptions, in proceedings of the Industrial and Systems Engineering Research Conference (ISERC), (Anaheim, CA, USA), May [2] Madadi M., Zhang S., Yeary K. H. K., Henderson L. 2013, Analyzing Factors Associated with Women s Attitudes and Behaviors toward Screening Mammography Using Design-Based Logistic Regression. In proceedings of INFORMS 2013 Data Mining and Health Informatics (DM-HI) Workshop, (Minneapolis, MN, USA), October

3 [3] Madadi M., Zhang S., Cost Evaluation of Mammography Screening Policies Considering Imperfect Adherence. In proceedings of the Industrial and Systems Engineering Research Conference (ISERC), (San Juan, Puerto Rico, USA), May [4] Azadeh A., Haghnevis M., Khodadadegan Y., Madadi M., Modeling and Improvement of the Integrated Business and Production Process by Fuzzy Simulation. In proceedings of the 2009 Spring Simulation Multiconference, (San Diego, CA, USA), March Graduate Student Research Advising and Committee Membership Sevda Molani, PhD student, Louisiana Tech University (chair) Wesley Wilkes, PhD student, Louisiana Tech University (chair) Amir Hossein Fouladi, M.S. student, Louisiana Tech University (chair) Farid Heidarnejad, PhD student, Louisiana Tech University (committee member) Greta J. Vladeanu, PhD student, Louisiana Tech University (committee member) Sara Haler, PhD student, Louisiana Tech University (committee member) Grace N Joseph, PhD student, Louisiana Tech University (committee member) Teaching Summer 2014 Probability and Statistics for Engineers-I (INEG 2313) Instructor rating: 4.69/5 Louisiana Tech University Fall 2015 System Simulation (INEN 407/504) Instructor rating: 3.5/4 Winter 2016 Regression Analysis(STAT 506) Instructor rating: 3.8/4 Spring 2016 Analysis and Design of Experiments(STAT 507) Instructor rating: 3.3/4 Fall 2016 Stochastic Processes (STAT 652) Instructor rating: 3.8/4 Winter 2017 System Simulation (INEN 407/504) Instructor rating: 3.3/4 Spring 2017 Analysis and Design of Experiments(STAT 507/INEN 403) Instructor rating: 2.6/4 Fall 2018 Statistical Methods (STAT 405) Instructor rating: TBD Honors and Awards 2015 Outstanding Graduate Student Award, 2014 Second Place, INFORMS Interactive Prize Competition 2014 NSF Travel Grant, Health Systems Optimization Workshop 2014 Finalist, Poster Competition, Health Systems Optimization Workshop 2014 Finalist, Lee B. Lusted Student Prize, Society for Medical Decision Making 2016 Participant, INFORMS New Faculty Colloquium 2014 Participant, INFORMS Doctoral Student Colloquium Malstrom s Scholarship Finalist, Minority Issues Forum (MIF) community at INFORMS Annual Meeting best poster competition Contributed Presentations [1] Khojandi A., Madadi M.. Optimizing Condition Based Maintenance For Systems With Degrading Sensors, (Houston, TX), INFORMS Annual Meeting, October

4 [2] Kurt M., Madadi M., Kaufman D. Optimizing Periodic Inspection Frequencies for a Class of Stochastically Degrading Systems. (Nashville, TN), INFORMS Annual Meeting, October [3] Wilkes W., Madadi M. Overdiagnosis Risk In Breast Cancer Screening: Incorporating Adherence Behavior And Racial Disparity. (Nashville, TN), INFORMS Annual Meeting, October [4] Rezaei F., Karumuri B., Madadi M., Pizarro D., Pati S., Iasemidis L. Analysis of Pre-ictal Periods by Connectivity Features and Machine Learning, (Phoenix, AZ), Biomedical Engineering Society Conference, October [5] Kurt M., Madadi M., Kaufman D. Optimizing Periodic Inspection Frequencies for a Class of Stochastically Degrading Systems, (Nashville, TN), INFORMS Annual Meeting, November [6] Wilkes W, Madadi M. Overdiagnosis in Cancer Screening: Incorporating Adherence Behavior, (Nashville, TN), INFORMS Annual Meeting, November 2016 [7] Lee H., Holmer R., Madadi M., Zhang S., Nachtmann H. Dynamic Decision Modeling for Inland Waterway Disruptions, (Nashville, TN), INFORMS Annual Meeting, November [8] Madadi M., Maillart L. M., Cassady C. R., Zhang S. Maintenance of Degrading Servers Stored in A Stack, (Nashville, TN), INFORMS Annual Meeting, November [9] Madadi M., Zhang S., Pohl E. A., Rainwater C., Minimizing Overdiagnosis in Cancer Screening, (Philadelphia, PA), INFORMS Annual Meeting, November [10] Madadi M., Maillart L. M., Cassady C. R., Zhang S. Estimation of Utilization of Servers Stored in a Shared Stack in an Unreliable Queueing System, (Philadelphia, PA), INFORMS Annual Meeting, November [11] Madadi M., Zhang S., Henderson L. Evaluation of Breast Cancer Mammography Screening Policies Considering Adherence Behavior, (Philadelphia, PA), INFORMS Annual Meeting, November [12] Madadi M., Maillart L. M., Cassady C. R., Zhang S. Estimation of Utilization of Servers Stored in a Shared Stack in an Unreliable Queueing System, (Nashville, TN), The Industrial and Systems Engineering Research Conference (ISERC), May [13] Madadi M., Zhang S., Pohl E. A. Minimizing Overdiagnosis in Cancer Screening, (Nashville, TN), The Industrial and Systems Engineering Research Conference (ISERC), May [14] Madadi M., Zhang S., Henderson L. Evaluation of Breast Cancer Mammography Screening Policies Considering Adherence Behavior, (Chicago, IL), Healthcare Systems Optimization Workshop, September [15] Madadi M., Zhang S. Cost Evaluation of Mammography Screening Policies Considering Imperfect Adherence, (San Juan, PR), Industrial and Systems Engineering Research Conference, May 2013 [16] Madadi M., Zhang S. Evaluation of Breast Cancer Mammography Screening Policies Considering Adherence Behavior, (Phoenix, AZ), INFORMS Annual Meeting, October [17] Madadi M., Zhang S., Yeary K. H. K., Henderson L. Analyzing the Factors Influencing Women s Participation in Mobile Mammography Program, (Orlando, FL), The Industrial and Systems Engineering Research Conference (ISERC), May [18] Madadi M., Zhang S., Pohl E. A. Minimizing Overdiagnosis in Cancer Screening while Considering Variation in Patients Adherence Behaviors, (San Francisco, CA), INFORMS Annual Meeting, November [19] Madadi M., Zhang S., Pohl E. A. A Stochastic Nonlinear Programming Model to Optimize Mammography Screening Policies Considering Women s Imperfect Adherence, (Montreal, Canada), The Industrial and Systems Engineering Research Conference (ISERC), May-June

5 [20] Madadi M., Zhang S., Pohl E. A Nonlinear Programming Model to Optimize Mammography Screening Policies, (Chicago, IL), INFORMS 2nd Conference on Healthcare, June Poster Presentations [1] Madadi M., Zhang S., Henderson L., Evaluation of Breast Cancer Mammography Screening Policies Considering Heterogeneity in Women s Adherence Behavior, (San Francisco, CA), Interactive Prize Competition, INFORMS Annual Meeting, November 2014 [2] Madadi M., Zhang S., Pohl E., Minimizing Overdiagnosis in Cancer Screening while Considering Variation in Patients Adherence Behaviors, (Miami, FL), Lee B. Lusted Student Prize, Society for Medical Decision Making, October 2014 [3] Madadi M., Zhang S., Pohl E., Minimizing Overdiagnosis in Cancer Screening while Considering Variation in Patients Adherence Behaviors, (Chicago, IL), Healthcare Systems Optimization Workshop, September 2014 [4] Madadi M., Zhang S., Yeary K. H. K., Henderson L., Analyzing Factors Associated with Women s Attitudes and Behaviors toward Mammography, Interactive Prize Competition, INFORMS Annual Meeting, October 2012 [5] Madadi M., Zhang S., Evaluation of Breast Cancer Mammography Screening Policies Considering Adherence Behavior, (Phoenix, AZ), Minority Issues Forum (MIF) Poster Competition, INFORMS Annual Meeting, October 2012 Skills Programming Languages: Python, C++, VBA Data Analysis & Statistical packages: R, MATLAB, SAS, SPSS, Minitab Simulation: Arena Optimization packages: CPLEX, Lingo, GAMS, AMPL Professional Membership Member of Institute for Operations Research and the Management Sciences (INFORMS): Health Applications Society, Analytics Society, Decision Analysis Society, Women in OR/MS (WORMS), Minority Issues Forum Member of Institute of Industrial and Systems Engineers (IISE) Member of Production & Operations Management Society (POMS) Center for Biomedical Engineering Rehabilitation Science (CBERS) at Louisiana Tech University Services Journal Referee: IIE Transactions on Healthcare Systems Engineering, Omega, Health Systems, Medical Decision Making, IEEE Robotics and Automation Letters, etc. Conference Session Organizer: INFORMS Annual Meeting, ISERC Annual Meeting, INFORMS Conference on Healthcare. Officer: INFORMS student chapter,,

6 Strategic Planning Expert, Mapna Company, Iran Parsian Bank (Tehran- Iran), Organization and Methods Expert Industry Work Experience References Dr. Shengfan Zhang Assistant Professor Dr. Richard Cassady Professor Dr. Edward A. Pohl Professor and Department Head Dr. Chase Rainwater Associate Professor Dr. Giovanni Petris Professor and Director of Statistics Department of Mathematical Sciences 6