April 2, 2006

 

REFERENCES FOR BIO656: MULTI-LEVEL MODELS

(Also, see the references on the websites listed in web resources)

 

Affleck G, Tennen H, Keefe FJ, Lefebvre JC, Kashikar-Zuck S, Wright K, Starr K, Caldwell DS (1999). Everyday life with osteoarthritis or rheumatoid arthritis: independent effects of disease and gender on daily pain, mood, and coping. Pain, 83: 601-609.  literature\afflick.etal-mlm.pdf

 

Baron RM, Kenny DA (1986).  The moderator-mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations.  J. Personality and Social Psychology, 51: 1173-1182.

 

Banerjee S, Carlin BP, Gelfand AE (2004). Hierarchical Modeling and Analysis for Spatial Data. Chapman & Hall, CRC Press.

 

Berhane K, Gauderman WJ, Stram DO, Thomas DC, (2004). Statistical Issues in studies of the long-term effects of air-pollution: The Southern California Children’s Health Study. Statistical Science. To appear.

 

Berry, Donald A.  (1996), Statistics: a Bayesian perspective. Duxbury Press, North Scituate, MA.

 

British Social Attitudes Survey: http://www.statistics.gov.uk/STATBASE/Source.asp?vlnk=619

 

Carlin BP, Chaloner K, Church T, Louis TA, Matts JP (1993). Bayesian approaches for monitoring clinical trials, with an application to toxoplasmic encephalitis prophylaxis. The Statistician, 42: 355-367.

 

Carlin BP, Chaloner KM, Louis TA, Rhame FS (1995). Elicitation, monitoring and analysis for an AIDS clinical trial (with discussion). pp. 48-89 in, Case Studies in Bayesian Statistics, Vol. II. (C Gatsonis, J Hodges, R Kass, N Singpurwalla, eds.). Springer, New York.

 

Carlin BP, Louis TA (2000). Bayes and empirical Bayes Methods for Data Analysis, (2nd edition). Chapman and Hall/CRC, Boca Raton, FL.

 

Casella G, George EI (1992). Explaining the Gibbs sampler.  The American Statistician, 46:167-174.  literature\gibbs.pdf

 

Chaloner K, Church T, Louis TA, Matts JP (1993). Graphical elicitation of a prior distribution for a clinical trial. The Statistician, 42: 341-353.

 

Cooper H, Hedges LV, eds.(1994). The Handbook of Research Synthesis. Russell Sage Foundation. (see especially part IV (chapters 19-21).

 

Daniels MJ, Gatsonis CG (1999). Hierarchical Generalized Linear Models in the in the analysis of variations in health care utilization. Journal of the American Statistical Association, 94: 29-42.

 

Daniels MJ, Gatsonis C (2000).  Hierarchical Models in Health services research. Handout.  literature\bibl.nike.pdf

 

de Leeuw J (commentaries) http://citeseer.nj.nec.com/deleeuw95questioning.html

 

Diehr P, Yanez D, Ash A, Hornbrook M, Lin DY (1999). Methods for analyzing health care utilization costs. Ann. Rev. Public Health, 20: 125-144.  literature\diehr.etal-annrevph.pdf

 

Diez-Roux  A (2000).  Multilevel Analysis in Public Health Research.  Annu. Rev. Public Health. 21:171-92. literature\diez-roux.arph2000.pdf

 

Diggle et al. (1995). Statistical Issues in the analysis of disease risk near a point source using individual or spatially aggregated data. J of Epidemiology and Community Health, 49: S20-S27.

 

Diggle PJ, Heagerty PJ, Liang K-Y, Zeger SL (2002).  Analysis of Longitudinal Data, Second Edition, Oxford University Press.

 

Dominici F, McDermott A, Zeger SL, Samet JM (2003). National Maps of the Effects of Particulate Matter on Mortality: Exploring Geographical Variation.  Environmental Health Perspectives,  111: 39-43. literature\dominici.etal-2003.pdf

 

Finch et al. (2001).  Substance use during pregnancy in the State of California USA, Social Science and Medicine.

literature\finch-2001.pdf

 

Gatsonis CA, Epstein Am, Newhouse JP, Normand SL, McNeil BJ (1995). Variations in the utilization of coronary angiography for elderly patients with an acute myocardial infarction: An analysis using  hierarchical logistic regression. Medical Care, 33: 625-642.

 

Gatsonis CA, Normand SL, Liu C, Morris C (1993). Geographic variation of procedure utilization: A hierarchical model approach. Medical Care, 31: YS54-YS59.

 

Goldstein H (1995). Multilevel Statistical Models.

 

Goldstein H. Notes on WinBUGS

 

Goldstein H, Spiegelhalter DJ (1996).  League tables and their limitations: Statistical issues in comparisons of institutional performance (with discussion).  J. Roy. Statist. Soc. A, 159: 385-443.

 

Grambsch P., Louis TA, Bostick R, Grandits G, Fosdick L, Darif M, Potter J (1994).  Statistical Analysis of Proliferative Index Data in Clinical Trials. Statistics in Medicine, 13:1619-1634.

 

Heagerty PJ (1999). Marginally Specified Logistic-normal Models for Longitudinal Binary Data. Biometrics,

55: 688–698.

 

Heagerty PJ, Zeger SL (1999). Marginalized Multi-level Models and Likelihood Inference. Statistical Science,

15: 1–26. literature\heagerty-zeger2000.pdf

 

Hofer TP, et al. (1999).  The Unreliability of Individual Physician “Report Cards” for Assessing the Costs and Quality of Care of a Chronic Disease. JAMA,  281: 2098-2105.

literature\hofer.reportcards.pdf

 

Hox JJ (1995).  Applied Multilevel Analysis. TT-Publikaties, Amsterdam. 

literature\hox.mlmbook.pdf or http://multilevel.ioe.ac.uk/publref/papers/amaboek.pdf

 

Jones AP, Jørgensen SH (2003). The use of multilevel models for the prediction of road accident outcomes. Accident Analysis and Prevention, 35: 59–69. literature\jones-jorgensen.2003.pdf

 

Jones K, Moon G, and Clegg A (1991).  Ecological and Individual Effects in Childhood Immunisation Uptake:  A Multi-Level Approach. Soc. Sci. Med. 33(4): 501-8.

 

Knuiman MW, Laird NM, Louis TA (1987). Inter-laboratory variability in Ames assay results. Mutation Res.

180: 171-182. 

 

Lawen K, Petersen JH, Budtz-Jorgensen E, Endahl L (2000).  Interpreting Parameters in the Logistic Regression Model with Random Effects. Biometrics, 56: 909-914.

 

Liang K-Y, and Zeger SL (1986). Longitudinal data analysis using generalized linear models.  Biometrika, 73: 13-22.

literature\Liang-Zeger1986.pdf

 

Liu J, Louis TA, Pan W, Ma J, Collins A (2003).   Methods for estimating and interpreting provider-specific, standardized mortality ratios.  Health Services and Outcomes Research Methodology. 4: 135-149. literature\SMR_HSORM_final.pdf

 

Lockwood JR, Louis TA, McCaffrey D (2002). Uncertainty in rank estimation: Implications for Value Added Modeling Accountability Systems. J. Educational and Behavioral Statistics, 27: 255-270.

literature\lockwood-louis-mccaffrey-JEBS.pdf

 

Longford N (1993). Random Coefficient Models. Clarendon.

 

Louis GB, Dukic VM, Heagerty PJ, Louis TA, Lynch Cd, Ryan LM, Schisterman EF, Trumble A and the Pregnancy Modeling Working Group (2005).  Analysis of Repeated Pregnancy Outcomes. Statistical Methods in Medical Research, 15: 103-126.  literature\louis-etal_smmr2006.pdf

 

Louis TA (1988). General methods for analyzing repeated measures. Statistics in Medicine, 7: 29--45.

 

Louis TA, Shen W (1999). Innovations in Bayes and empirical Bayes methods: Estimating parameters, populations and ranks. Statistics in Medicine, 18: 2493-2505. literature\louis-shen.statmed.1999.pdf

 

Margolin BH, Risko KJ, Shelby MD, Zeiger E (1984). Sources of variability in Ames Salmonella typhimurium tester strains: Analysis of the International Collaborative Study on "Genetic Drift".  Mutation Res 130: 11-25. 

 

McNay K, Arokiasamy P, Cassen RH (2003).  Why are uneducated women in India using contraception?  A multilevel analysis. Population Studies, 57: 21-40. literature\McNay_etal_03.pdf

 

McNeil BJ, Pederson S, Gatsonis C (1992). Current issues in profiling quality of care. Inquiry, 29: 298.

 

Merlo J, Lynch JW, Yang M, Lindström M, Östergren PO, Niels Kristian Rasmusen NK, Lennart Råstam L. (2003). Effect of Neighborhood Social Participation on Individual Use of Hormone Replacement Therapy and Antihypertensive Medication: A Multilevel Analysis.   AJE, 157: 774-783. literature\merlo.aje.pdf

 

Normand et al. (1996). Using admission characteristics to predict short-term mortality from myocardial infarction in elderly patients. Results from the Cooperative Cardiovascular Project. JAMA, 125:1322-1328.

 

Normand SL (1997).  Statistical Methods for Profiling Providers of Medical Care: Issues and Applications.

JASA. 92: 803-814. literature\normand-etal-profiling.pdf

 

Normand S-L (????). Case Studies in Biostatistics, Volume III on profiling hospitals on mortality.

 

O'Campo P (2003).  Effect of Neighborhood Social Participation on Individual Use of Hormone Replacement Therapy and Antihypertensive Medication: A Multilevel Analysis. [needs journal, volume: pages]

 

O'Campo P (2003). Invited Commentary: Advancing Theory and Methods for Multilevel Models of Residential Neighborhoods and Health.   AJE, 157: 9-13. literature\patocampo.cmtry.aje.pdf

 

Palmer et al. (1996).  Results from a randomized controlled trial in 16 ambulatory care group practices. Medical Care, 34, #9: (Several articles). Use the e-journal link on the Welch Web  

 

Pan W, Louis TA, Connett JE (2000). A note on Marginal Linear Regression with Correlated response data. The American Statistician, 54: 191-195.

 

Peters ML, Sorbi MJ, Kruise DA, Kerssens JJ,  Verhaak PFM, Bensing JM (2000). Electronic diary assessment of pain, disability and psychological adaptation in patients differing in duration of pain. Pain, 84:181-192. literature\peters.etal-mlm.pdf

 

Plewis I (2002).  Modelling Impact Heterogeneity. JRSS(A). 165:31-38.

 

Pritchard JK, Stephens M, Donnelly P (2000).  Inference of populatoin structure using multilocus genotype data.  Genetics 155: 945-959.literature\pritchard-etal2000.pdf

 

Rabe-Hesketh S, Yang s, Pickles A (2001). Multilevel models for censored and latent responses. Statistical Methods in Medical Research, 10: 409–427. literature\Rabe-Hesketh_etal_01.pdf

 

Raudenbush SW, Bryk AS (2002). Hierarchical Linear Models, Applications and data analysis methods, 2nd edition. Sage Publications.

 

Rauh VA, Andrews HF, Garfinkel RS (2001). The Contribution of Maternal Age to Racial Disparities in Birthweight: A Multilevel Perspective. Am.  J. Public Health, 91: 1815-1824. literature\rauh_etal.pdf

 

Rudemo M, Ruppert D, Streibig JC (1989). Random effects Models in nonlinear regression with applications to bioassay. Biometrics 45: 349-362. literature\rudemo-etal1989.pdf

 

Samet JM, Dominici F,  Curriero F,  Coursac I, Zeger SL 2002). Particulate Air Pollution and Mortality: Findings from 20 U.S. Cities. New England Journal of Medicine, 343: 1742-1757. literature\samet.etal-2003.pdf

 

Sampson RJ, Raudenbush SW, Earls F (1997). Neighborhoods and Violent Crime: A Multilevel Study of Collective  Efficacy. Science, 277: 918-924. literature\sampson.violence.science.pdf

 

Shen W, Louis TA (2000). Triple-Goal estimates for Disease Mapping. Statistics in Medicine, 19: 2295-2308.  literature\shen-louis.statmed2000.pdf

 

Singer J (1998). Using SAS PROC MIXED to Fit Multilevel Models, Hierarchical Models and Individual Growth Models. Journal of Educational and Behavioral Statistics, 24(4): 323-335. literature\singer-sasprocmixed.mlm.pdf

 

Singer JD, Willett JB (2003).  Applied Longitudinal Data Analysis. Oxford University Press.

 

Snijders and Bosker (1999). Multilevel Analysis: An Introduction to Basic and Advanced Multilevel Modeling. Sage.

 

Statistical Society Working Party on Performance Monitoring in the Public Services (2003). Performance Indicators: Good, Bad, and Ugly. Royal Statistical Society. literature\PerformanceMonitoringReport.pdf

 

Stanek EJ, Shetterley SS, Allen LH, Pelto GH, Chavez A (1989).  A cautionary note on the use of autoregressive models in analysis of longitudinal data. Statistics in Medicine, 8: 1523-1528. literature\Stanek.pdf

 

Steele F, Diamond I (1995). Immunisation uptake in rural Bangladesh: A multilevel Analysis.  Conference Manuscript. literature\Steele_Diamond_Amin95.pdf

 

Subramanian SV, Lochner KA, Kawachi I (2003).  Neighborhood differences in social capital: a compositional artifact or a contextual construct?  Health & Place, 9: 33-44. literature\Subramanian_etal_03.pdf

 

Tarone RE (1982). The use of historical control information in testing for a trend in proportions. Biometrics 38: 215--220.

 

Thompson S (1993). Controversies in meta-analysis: the case of the trials of serum cholesterol reduction. Statistical Methods in Medical Research, 2: 173-192.

 

Vaupel JW, Yashin AI (1985). Heterogeneity's ruses: Some surprising effects  of selection on population dynamics.  Am Statistician 39: 176-185. literature\vaupel-Yashin1985.pdf

 

Wakefield, J (2003). Sensitivity Analyses for Ecological Regression. Biometrics 59, 9-17. literature\wakefield.bcs.pdf

 

Wakefield, J (2003). Ecological Inference in Epidemiology.  Presentation at the 2003 Meeting of the International Biometrics Society, Eastern North American Region. literature\wakefield.enar-talk.pdf

 

Zaslavsky AM, Landon BE, Beaulieu ND, Cleary PD (2000). How consumer assessments of managed care vary within and among markets. Inquiry, 37: 146-161.

 

Zeger SL, Karim MR (1991). Generalized linear models with random effects; A Gibbs sampling approach.  JASA, 86: 79-86. literature\zeger-karim-1991.pdf