| CURRICULUM VITAE | |
| PERSONAL | ||
| Name: | Xiaowei Yang | |
| Work Address: | One Shields Avenue, TB 168. Davis, CA 95616 | |
| Telephone: | (530)754-9472 | |
| Fax#: | (530)754-6793 | |
| Email: | xdyang@ucdavis.edu | |
| URL: | http://xdyang.ucdavis.edu/ | |
| Research Interests | ||
| My research focuses on the following topics. (1) Bayesian Strategies for Model Selection: Two alternative Bayesian model selection strategies were developed for generalized linear models, especially those with missing covariates: ITS (impute, then select) and SIAS (simultaneously impute and select). (2) Incomplete Longitudinal Data Analysis: Depending on the pathways between repeated measures and missingness patterns, three models strategies called Selection Modeling, Pattern-Mixture Modeling, and Shared-Parameters Modeling were developed to deal with Outcome-dependent, Pattern-dependent, or Parameter-dependent nonignorable missing values. (3) Functional Regression Analysis: For high dimensional data, e.g., curves or images, two groups of Functional Regression Analysis methods have been developed: one is based on the generalized F test in the original domain, and the other applies the Adaptive Neyman and Thresholding tests after Fourier or Wavelet transform. (4) Statistical computation and software development: My interest in statistical computation mainly involves MCMC methods in longitudinal and missing data modeling applications. Several JAVA/C++/R software packages have been developed for model selection, longitudinal and functional data analysis. (5) Data Mining and Knowledge Discovery: An EM-algorithm was developed to learn Naive Bayes Classifier from noisy biomedical data. 6. Collaborative Research: Clinical trials and epidemiological studies on drug dependence, mental disorder, and general public health problems. | ||
| EMPLOYMENT | |
| August 1998-May 2002 | UCLA-Health Service Research Center, Los Angeles, Graduate Student Researcher |
| June 2002-May 2003 | Friends Research Institute, Los Angeles, Biostatistician |
| June 2003-September 2005 | UCLA Neuropsychiatric Institute, Los Angeles, Senior Statistician |
| July 2002-September 2005 | Bayessoft, Inc, Los Angeles, Senior Statistician |
| October 2005-Present | UCD-Dept of Public Health Sciences, Davis, Assistant Adjunct Professor |
| EDUCATION | |
| 1997-2002 | University of California, Los Angeles, Los Angeles, PhD, Biostatistics (Thoms R. Belin) |
| 1994-1997 | Peking Union Medical College, Beijing, M.S., Biomedical Engineering (Chenduan Qu) |
| 1988-1992 | Nankai University, Tianjin, China, B.S., Mathematics |
| HONORS/AWARDS | |
| 2002 | UCLA School of Public Health Ruth Richards Outstanding Student Award |
| 1997-2001 | UCLA graduate student scholarship |
| PUBLICATIONS | |
| JOURNALS | |
| 1. 2005 | Yang, X., Belin,T.R. and Boscardin, J. Imputation and Variable Selection in Linear Regression Models with Missing Covariates. Biometrics, 61: 498-506. |
| 2. 2005 | Yang, X. and Shoptaw, S. Assessing Missing Data Assumptions in Longitudinal Studies: An Example Using a Smoking Cessation Trial. Drug and Alcohol Dependence, 77(3), 213-25. |
| 3. 2005 | Yang, X. and Li, J. Selection Models with Augmented Gibbs Samplers for Continuous Repeated Measures with Nonignorable Dropout. UCLA Statistics Electronic Publications, Preprint 451. |
| 4. 2005 | Yang, X., Li, J., and Shoptaw, S. Multiple Partial Imputation for Longitudinal Data with Missing Values in Clinical Trials. UCLA Statistics Electronic Publications, Preprint 450. |
| 5. 2005 | Yang, X., Yang, Y., and Muntz, R.R. Augmented NaÌøve Bayes Classifier for Noisy and Incomplete Data Sets. 2006 Proceedings of The Joint Statistical Meetings. |
| 6. 2005 | Shoptaw, S., Reback, C.J., Peck, J.A., Yang, X., et al. Behavioral treatment approaches for methamphetamine dependence and HIV-related sexual risk behaviors among urban gay and bisexual men. Drug and Alcohol Dependence, 78, 125-134. |
| 7. 2005 | Peck, J.A., Reback, C.J., Yang, X., Rotheram-Fuller, E., Shoptaw, S. Sustained Reductions in Drug Use and Depression Symptoms from Treatment for Drug Abuse in Methamphetamine-Dependent Gay and Bisexual Men. Journal of Urban Health 82:100-108. |
| 8. 2004 | Shoptaw, S., Majewska, M.D., Wilkins, J., Twitchell, G., Yang, X., & Ling, W. Participants receiving dehydroepiandrosterone during treatment for cocaine dependence show high rates of cocaine use in a placebo-controlled pilot study. Experimental and Clinical Psychopharmacology, 12(2), 126-135. |
| 9. 2003 | Shoptaw,S., Yang,X., Rotheram-Fuller, E.J., Hsieh, Y-C.M., Kintaudi, P.C., Charuvastra, V.C., & Ling, W. Randomized Placebo-Controlled Trial of Baclofen for Cocaine Dependence: Preliminary Effects for Individuals with Chronic Patterns of Cocaine Use. Journal of Clinical Psychiatry, 64, 1440-1448. |
| 10. 2002 | Shoptow, S., Rotheram-Fuller, E., Yang, X., Frosch, D., Nahom, D., Jarvik, M.E., Rawson, R. A., Ling, W. Smoking Cessation in Methadone Maintenance. Addictions, 97 (10), 1317-1328. |
| 11. 2001 | Kataoka, S.H., Zima, B.T., Dupre, D.A., Moreno, K.A., Yang, X., McCracken, J.T. Mental Health Problems and Services Use Among Female Juvenile Offenders: Their Relationship to Criminal History. Journal of the American Academy of Child and Adolescent Psychiatry, 40:5, 549-555 |
| 12. 2000 | Zima, B.T., Bussing, R., Yang, X., Belin, T.R. Help-Seeking Steps and Service Use for Children in Foster Care. Journal of Behavioral Health Services & Research, 27:3, 271-285. |
| 13. 2000 | Zima, B.T., Bussing, R., Freeman, S., Yang, X., Belin, T.R., and Forness, S. Behavior Problems, Academic Skill Delays and School Failure Among School-Aged Children in Foster Care: Their relationship to Placement Characteristics. Journal of Child and Family Studies, Vol. 9, No. 1, 87-103. |
| JOURNALS IN PRESS | |
| 1. 2006 | Yang, X., Shen, Q., Xu, H., and Shoptaw, S. Functional Regression Analysis using an F Test for Longitudinal Data with Large Numbers of Repeated Measures. Statistics in Medicine. |
| 2. 2006 | Yang, X., Nie, K., Belin, T., Liu, J., and Shoptaw, S. Markov Transition Models for Binary Repeated Measures with Ignorable and Nonignorable Missing Values. Statistical Methods in Medical Research. |
| JOURNALS SUBMITTED | |
| 1. 2006 | Yang, X., Nie, K., and Shoptaw, S. Functional Linear Regression Model after Fourier and Wavelet Transform for Longitudinal Data Analysis. Submitted to Statistics in Medicine. |
| 2. 2006 | Li, J., Yang, X., and Wu, Y. A Random-Effects Markov Transition Model for Poisson-distributed Repeated Measures with Nonignorable Missing Values. Submitted to Statistics in Medicine. |
| ABSTRACTS | |
| 1. 2005 | Yang, X., Yang, Y., & Muntz, R.R. Augmented NaÌøve Bayes Classifier for Noisy and Incomplete Data Sets. The Joint Statistical Meetings, Minneapolis, Minnesota. |
| 2. 2005 | Li, J., Yang, X., & Wu, Y. A Random-Effects Markov Transition Model for Longitudinal Count Data with Nonignorable Missing Values. The Joint Statistical Meetings, Minneapolis, Minnesota. |
| 3. 2005 | Gang Liu, Yang, X., & Belin, TR. Bayesian Variable Selection for Logitistic Regression Models in the Presence of Missing Values. The Joint Statistical Meetings, Minneapolis, Minnesota. |
| 4. 2005 | Yang, X., Liu, G., Zhang, Q., Belin, T., & Shoptaw, S. Strategies for Analyzing Longitudinal Data with Missing Values using MPI. The 67th Annual Scientific Meeting of the College on Problems of Drug Dependence, Orlando, Florida. |
| 5. 2005 | Li, J., Yang, X., Wu, Y., & Shoptaw, S. A Markov Transition Models for Longitudinal Count Data with Missing Values. The 67th Annual Scientific Meeting of the College on Problems of Drug Dependence, Orlando, Florida. |
| 6. 2004 | Yang, X., Nie, K., & Shoptaw, S. Markov Transition Models for Binary Repeated Measures with Nonigborable Missing Values. The Joint Statistical Meetings, Toronto, Canada. |
| 7. 2004 | Yang, X., Nie, K., & Shoptaw, S. Shared-Parameter Transition Models for Binary Repeated Measures with Nonigborable Missing Values. The 66th Annual Scientific Meeting of the College on Problems of Drug Dependence, San Juan, Puerto Rico. |
| 8. 2003 | Yang, X., Xu, H., & Duan, N. A case study on developing a statistical engine for evidence farming for clinical evidence. The Joint Statistical Meetings, San Francisco, CA. |
| 9. 2003 | Yang, X., Shoptaw, S., & Ling, W. Strategies in Analyzing Longitudinal Data with Missing Values. The 65th Annual Meeting of College on Problems of Drug Dependence. Miami, Florida. |
| 10. 2002 | Yang, X., Belin. TR, & Shoptaw, S. Variable Selection in Linear Regression Models for Incomplete Datasets. The Hawaii International Conference on Statistics and Related Fields, Oahu, Hawaii. |
| 11. 2002 | Yang, X. and Shoptaw, S. Multiple Partial Imputation for Incomplete Longitudinal Data. The Joint Statistical Meetings, New York. |
| GRANTS/CONTRACTS (COMPLETED) | |
| 09/15/2003- 09/14/2005 | Grant# N44DA-3-5513, $750,000, Principal Investigator, Multiple Imputation for Incomplete Longitudinal Data, National Institute on Drug Abuse. |
| Develop a software package to implement Selection, Pattern-Mixture, and Markov Transition models to analyze incomplete longitudinal data. | |
| 07/15/2003- 07/14/2004 | Grant# R03 DA016721, $60,000, Principal Investigator, Transitional Model for Incomplete Longitudinal Binary Data, National Institute on Drug Abuse. |
| Developing strategies with Markov Transition Models for binary repeated measures with missing data. | |
| 06/17/2002- 12/17/2002 | Grant# N43DA-2-5513, $99,663, Principal Investigator, Multiple Imputation for Incomplete Longitudinal Data, National Institute oon Drug Abuse. |
| Developping slection models for continuous longitudinal data with nonignorable outcome-dependent missing values. | |
| 09/01/2002- 08/31/2005 | Grant# 1 P50 DA12755, Assistant Researcher, Los Angeles Addiction Center (Shoptaw, Steven, Principal Investigator), National Inatitute on Drug Abuse. |
| The major goals of this project are to implement an articulated clinical program of stimulant pharmacotherapy trials. These studies are oriented exclusively to treatment of cocaine and methamphetamine dependence. | |
| 10/01/2002- 08/31/2005 | Grant# H-700024, Assistant Researcher, Coordinated Prevention Networks Shoptaw (Shoptaw, Steven, Principal Investigator), LA County Office of AIDS Programs and Policy. |
| Evaluation, Technical Assistance, and Coordination of Four Coordinated Human Immunodeficiency Virus (HIV), Sexually Transmitted Disease (STD), Tuberculosis (TB), Substance Abuse (SA) Prevention Networks in Los Angeles County | |
| GRANTS/CONTRACTS (ACTIVE) | |
| 07/01/2005- 06/30/2008 | Assistant Researcher, Residency Training in Primary Care (Henderson, Mark, Principal Investigator), HRSA. |
| This program was proposed to implement and evaluate an innovative pilot model of General Internal Medicine education to serve the medically underserved of Sacramento County. | |
| 09/29/2004- 05/31/2009 | Grant# P50 DA 018185-01, $5,927,407, Co-Investigator, UCLA Medication Development Unit for Stimulant Abuse (Shoptaw, Steven, Principal Investigator), National Institute on Drug Abuse. |
| This center project will conduct Phase 1 and Phase 2 evaluations of novel medications for treating methamphetamine abuse. Phase 1 trials will provide interaction safety data between the test agent and intravenous methamphetamine challenges in non-treatment seeking methamphetamine abusers. Phase 2 trials will conduct outpatient, placebo-controlled early efficacy and continuing safety studies of the medications evaluated in the Phase 1 and other activities at UCLA. | |
| 09/29/2004- 05/31/2009 | Grant# P50 DA 018185-01, Co-Investigator, UCLA Medication Development Unit for Stimulant Abuse, National Insitute on Drug Abuse. |
| This center project will conduct Phase 1 and Phase 2 evaluations of novel medications for treating methamphetamine abuse. Phase 1 trials will provide interaction safety data between the test agent and intravenous methamphetamine challenges in non-treatment seeking methamphetamine abusers. Phase 2 trials will conduct outpatient, placebo-controlled early efficacy and continuing safety studies of the medications evaluated in the Phase 1 and other activities at UCLA | |
| GRANTS/CONTRACTS (PENDING) | |
| 2005 | Grant# R34-MH076029-01, $450,000, Principal Investigator, Variable Selection for Generalized Linear Models with Missing Covariates, NIH/NIMH. |
| To develop MCMC-based Bayesian variable selection stratagies and an R software package for Generalized Linear Models with misising covariates. | |
| 2006 | Grant# R21-DA020665-01, $300,000, Principal Investigator, Markov Transition Models for Longitudinal Data with Nonignorable Missing Values, NIH/NIDA. |
| A software package along with MCMC algorithms will be developed for binary, count, and continuous repeated measures seen in chronic diseases. | |
| SOFTWARE DEVELOPMENT | |
| (1) MPI: Multiple Partial Imputation for Continuous Longitudinal Data Analysis with Both Ignorable and Nonignorable Missing Values. (C++ and MS Visual Basic). (2) MTM: Random-Effects Markov Transition Models for Binary Repeated Measures with Informative Missing Values (JAVA). (3) BVS: Bayesian Variable Selection for Linear Regression Models and Generalized Linear Models (C++, S-plus/R, and WinBUGS). | |
| TEACHING | ||
| COURSES | ||
| 2005: Winter | Biostatistical Consulting (UCLA-BIOSTAT 402B) | |
| 2006: Winter | Medical Statistics III (UC Davis MPM-404) | |
| SERVICE | ||
| EDITORIAL BOARDS | |
| 2005-2006 | A reviewer for the journal "Statistics in Medicine" |
| 2004-2005 | A reviewer for the journal "Substance Abuse Treatment, Prevention, and Policy" |
| 2005-2006 | UCLA Integrated Substance Abuse Programs Data and Safety Monitoring Board |