Developments in General and Syndromic Surveillance for Small Area Health Data

In this paper we examine a range of issues related to the analysis of health surveillance data when it is spatially-referenced. The importance of considering alarm functions derived from likelihood or Bayesian models is stressed. In addition, we focus on some new developments in predictive distribution residuals in the analysis.

[1]  L. Wasserman,et al.  Computing Bayes Factors by Combining Simulation and Asymptotic Approximations , 1997 .

[2]  R. Brookmeyer,et al.  Monitoring the health of populations: statistical principles and methods for public health surveillance. , 2003 .

[3]  David Bock,et al.  A review and discussion of prospective statistical surveillance in public health , 2003 .

[4]  L Knorr-Held,et al.  Bayesian modelling of inseparable space-time variation in disease risk. , 2000, Statistics in medicine.

[5]  David Madigan,et al.  A Sequential Monte Carlo Method for Bayesian Analysis of Massive Datasets , 2003, Data Mining and Knowledge Discovery.

[6]  A. Lawson Population Health Surveillance , 2006 .

[7]  Andrew W. Moore,et al.  Rule-based anomaly pattern detection for detecting disease outbreaks , 2002, AAAI/IAAI.

[8]  J. Besag,et al.  Bayesian image restoration, with two applications in spatial statistics , 1991 .

[9]  Jun S. Liu,et al.  Sequential Monte Carlo methods for dynamic systems , 1997 .

[10]  Timothy J. Robinson,et al.  Sequential Monte Carlo Methods in Practice , 2003 .

[11]  L. Tierney,et al.  Accurate Approximations for Posterior Moments and Marginal Densities , 1986 .

[12]  Bradley P. Carlin,et al.  BAYES AND EMPIRICAL BAYES METHODS FOR DATA ANALYSIS , 1996, Stat. Comput..

[13]  Jacques de Maré,et al.  Optimal Prediction of Catastrophes with Applications to Gaussian Processes , 1980 .

[14]  A. Rukhin Bayes and Empirical Bayes Methods for Data Analysis , 1997 .

[15]  Andrew B. Lawson,et al.  Statistical Methods in Spatial Epidemiology , 2001 .

[16]  David J. Hand,et al.  Statistics and data mining: intersecting disciplines , 1999, SKDD.