
Contact Info
General Info
Research
Teaching
Software
Curriculum Vitae
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Curriculum Vitae
September 30, 2008
- General
- Education
- Employment
- Publications
- Papers in Refereed Journals
- Refereed Conference Proceedings
- Other Refereed Contributions
- Work in Progress
- Other Contributions
- Technical Reports
- Presentations
- Invited Conference Presentations
- Contributed Conference Presentations
- Invited Lectures
- Research Funding
- Research Grants
- Other Grants and Contracts
- Awards
- Research Program
- Service
- To the University
- To the Profession
- Teaching
- Students Supervised
- Courses Taught
1 General
Department of Statistical and Actuarial Sciences
University of Western Ontario
London, Ontario
N6G 2E9
Phone: 519-661-3618
Fax: 519-661-3813
Email: murdoch@stats.uwo.ca
a) Education
- BACHELOR OF MATHEMATICS
- in Statistics and Pure Mathematics.
University of Waterloo, Waterloo, Ontario. May, 1981.
- MASTER OF SCIENCE
- in Statistics. Carleton University, Ottawa,
Ontario. November, 1982.
- DOCTOR OF PHILOSOPHY
- in Statistics. Carleton University, Ottawa,
Ontario. Supervisors Dr. D. Dawson and Dr. D. Krewski. Thesis: Models and
Methods in the Risk Assessment of Chemical Carcinogens. May, 1988.
b) Employment
- July, 1998 to present
-
Department of Statistical and Actuarial Sciences,
University of Western Ontario.
Professor with tenure (as of July, 2008).
- Feb, 2005 to Mar, 2005
-
Department of Mathematics and Statistics,
University of Lancaster,
Lancaster, UK
Academic Visitor
- Jan, 2005 to May, 2005
-
Department of Statistics,
Oxford, UK
Academic Visitor.
- July, 1992 to June, 1998
-
Department of Mathematics and Statistics,
Queen's University.
Associate Professor with tenure (as of July, 1995).
- August, 1996 to June, 1997
-
Department of Mathematics,
University of Bristol.
Visiting Professor. Tutored students in statistics and linear algebra and did research
while on sabbatical from Queen's University.
- June, 1988 to June, 1992
-
Department of Statistics and Actuarial Science,
University of Waterloo.
Research Assistant Professor. Half teaching load: 2 courses per year.
- September, 1991 to December, 1991
-
Visiting scholar for Biostatistics Term at the Carleton University Laboratory
for Research in Statistics and Probability.
This research term was spent visiting Carleton University. My main
activity was to organize the AIDS in Canada: Statistical Issues
workshop.
- November, 1982 to June, 1988
-
Biostatistics and Computer Applications Division,
Environmental Health Directorate,
Health and Welfare Canada.
Hired as Statistical Analyst (level ES-1). Was Senior Consulting Statistician
(level ES-4) when I left. Work involved consulting to scientists in the
Directorate in statistics and risk assessment; research in risk assessment and
statistics; computing support; contract management.
2 Publications
a) Papers in Refereed Journals
- Kustra, R., Shi, X., Murdoch, D., Greenwood, C. and Rangrej, J. (2008).
Efficient p-value estimation in massively parallel testing
problems. Biostatistics, 9, 601-612, doi:10.1093/biostatistics/kxm053.
- Murdoch, D.J., Tsai, Y.-L. and Adcock, J. (2008). P-values are random
variables. The American Statistician, 242-245.
- Shin, H.H., Takahara, G.K. and Murdoch, D.J. (2007). Optimal
designs for calibration of orientations. Canadian Journal of Statistics, 35, 365-380.
Winner of CJS Best Paper Award for 2007.
- Murdoch, D.J. and Takahara, G.K. (2006). Perfect sampling for queues and network models.
ACM TOMACS, 16, 76-92.
- McKinney, J.L., Murdoch, D.J., Wang, J., Robinson, J.,
Biltcliffe, C., Khan, H.M., Walker, P.M., Savage, J., Skerjanc, I.,
and Hegele, R.A. (2004). Venn analysis as part of a bioinformatic
approach to prioritize expressed sequence tags from cardiac libraries.
Clinical Biochemistry, 37(11), 953-960.
- Murdoch, D. (2003). Orientlib: an R package for orientation data.
Journal of Statistical Software, 8(19), 1-11.
- Shin, H.H., Takahara, G.K. and Murdoch, D.J. (2001). Uniqueness, consistency and
optimality in spherical regression experiments. Statistics and Probability
Letters, 54, 61-65.
- Day, J.S., Murdoch, D.J. and Dumas, G.S. (2000). Calibration of position
and angular data from a magnetic tracking device.
Journal of Biomechanics, 33, 1039-1045.
- Fill, J.A., Machida, M., Murdoch, D.J. and Rosenthal, J.S. (2000).
Extension of Fill's perfect rejection sampling algorithm to general chains.
Random Structures and Algorithms 17, 290-316.
- Murdoch, D.J. and Rosenthal, J.S. (1999). Efficient use of
exact samples. Statistics and Computing 10, 237-243.
- Day, J.S., Dumas, G.S. and Murdoch, D.J. (1998). Evaluation of
a long range transmitter for use with a magnetic tracking device in
motion analysis. Journal of
Biomechanics, 31, 957-961.
- Murdoch, D.J. and Green, P.J. (1998). Exact sampling from a
continuous state space. Scandinavian Journal of
Statistics 25, 483-502.
- Murdoch, D.J. and Chow, E.D. (1996). A graphical display of large
correlation matrices. The American Statistician 50, 178-180.
- Goddard, M.J., Murdoch, D.J. and Krewski, D. (1995). Temporal
aspects of risk characterization for pesticide exposures.
Inhalation Toxicology 7, 1005-1018.
- Murdoch, D.J. and Benjamin, A.J. (1993). The probability of
degenerate maximum-likelihood
estimates with randomly truncated survival data. The
Canadian Journal of Statistics 21, 223-231.
- Small, C.G. and Murdoch, D.J. (1993). Nonparametric Neyman-Scott
problems: Telescoping product methods. Biometrika 80,
763-769.
- Murdoch, D.J. (1992). Scalable relative effectiveness models.
Statistics and Probability Letters 8, 321-324.
- Murdoch, D.J., Krewski, D. and Wargo, J. (1992). Cancer risk assessment with
intermittent exposure. Risk Analysis 12, 569-577.
- Krewski, D., Goddard, M.J., and Murdoch, D. (1989).
Statistical considerations in the interpretation of
negative carcinogenicity data. Regulatory Toxicology
and Pharmacology 9, pp. 5-22.
- Krewski, D., Murdoch, D.J., and Withey, J.R. (1989). Recent
developments in carcinogenic risk assessment. Health Physics 57,
Sup. 1, pp. 313-325.
- Murdoch, D.J. and Krewski, D. (1988). Carcinogenic risk
assessment with time-dependent exposure patterns. Risk
Analysis 8, pp. 521-530.
- Chu, I., Murdoch, D.J., Villeneuve, D.C. and Viau, A.
(1987). Tissue distribution and elimination of
trichlorobenzenes in the rat. Journal of Environmental
Science and Health B22, pp. 439-453.
- Smythe, R.T., Krewski, D. and Murdoch, D. (1986). The use
of historical control information in modelling dose
response relationships in carcinogenesis. Statistics &
Probability Letters, 4, pp. 87-93.
- Krewski, D., Brown, C. and Murdoch, D. (1984). Determining
``safe'' levels of exposure: safety factors or
mathematical models? Fundamental and Applied
Toxicology, 4, pp. S383-S394.
- Boots, B.N. and Murdoch, D.J. (1983). The spatial
arrangement of random Voronoi polygons. Computers &
Geosciences, 9, 351-365.
b) Refereed Conference Proceedings
- Namin, A.S., Andrews, J.H. and Murdoch, D.J. (2008). Sufficient mutation
operators for measuring test effectiveness. Proceedings of the 30th international conference on Software engineering,
ACM, 351-360, DOI: http://doi.acm.org/10.1145/1368088.1368136.
- Murdoch, D.J. and Meng, X.-L. (2001). Towards perfect sampling for Bayesian mixture priors. In
Bayesian Methods, with Applications to Science, Policy and Official Statistics, E. I. George ed.,
(proceedings of the
ISBA 2000 conference, Hersonnissos, Crete), Office for Official Publications of the
European Communities, Luxembourg, 381-390.
- Fill, J.A., Machida, M., Murdoch, D.J. and Rosenthal, J.S. (2000).
Extension of Fill's perfect rejection sampling algorithm to general chains (extended abstract).
Proceedings of the Workshop on MCMC Methods, Fields Institute, October 1998. Fields Institute
Communications 26, 37-52.
- Murdoch, D.J. (2000). Exact sampling for Bayesian inference: Unbounded state spaces.
Proceedings of the Workshop on MCMC Methods, Fields Institute, October 1998. Fields Institute
Communications 26, 111-121.
- Green, P.J. and Murdoch, D.J. (1999). Exact sampling for Bayesian
inference: towards general purpose algorithms (with discussion). In
Bayesian Statistics 6, J.M. Bernardo, J.O. Berger, A.P. Dawid, and Adrian F. M. Smith, eds.,
Oxford University Press, 301-321.
- Day, J.S., Murdoch D.J., Dumas G.A. (1998).
Calibration of a magnetic tracking
device and long range transmitter using locally linear fits.
In the proceedings of the
North American Congress on Biomechanics, Waterloo, August, 1998.
- Murdoch, D.J. (1998). Random walk approximation of confidence
intervals. In Quality Improvement Through Statistical Methods, Bovas
Abraham, ed. Birkhauser, Boston.
- Day, J.S., Dumas, G.A. and Murdoch, D.J. (1996) Evaluation of the Polhemus
Fastrak for the collection of biomechanical kinematic data. In
Proceedings of the Ninth Biennial Conference and Symposia of the
Canadian Society for Biomechanics, Simon Fraser University.
- Murdoch, D.J., Krewski, D. and Wargo, J. (1992). Cancer risk assessment with
intermittent exposure. In Proceedings
of the Conference on Chemical Risk Assessment in the DoD, H. J.
Clewell, III, ed. American Conference of Governmental Industrial
Hygienists, Inc., Cincinnati, OH.
- Gillett, J.W., Huston, B.L., Murdoch, D., Renn, O. and Rish, W.R.
(1989). Report of the Work Group on Risk Assessment/Exposure. In
Briefing Book for the International Working Conference on Evaluating Risks to
Human Health Associated with Exposure to Toxic Chemicals in the Great Lakes
Basin Ecosystem. R.W. Flint, J.E. Vena, eds. State University of New York
at Buffalo.
- Krewski, D. and Murdoch, D. (1988). Quantitative Factors in
Carcinogenic Risk Assessment. In Banbury Report 31:
Carcinogen Risk Assessment: New Directions in the
Qualitative and Quantitative Aspects, Cold Spring
Harbor Laboratory.
- Krewski, D., Murdoch, D.J. and Withey, J.R. (1987). The
application of pharmacokinetic data in carcinogenic
risk assessment. In: Pharmacokinetics in Risk
Assessment, Drinking Water and Health Volume 8.
National Academy Press: Washington, D.C., pp. 441-468.
- Withey, J.R. and Murdoch, D. (1987). Application of
pharmacokinetics in risk assessment for pesticides.
In: Pesticide Science and Biotechnology, R. Greenhalgh
and T.R. Roberts, eds. Blackwell Scientific
Publications.
c) Other Refereed Contributions
- Murdoch, D.J. (2004). Venn diagrams in R. Journal of Statistical
Software 11, Code Snippet 1.
- Murdoch, D.J. (1991). Compartmental pharmacokinetic models. In
Statistical Methods in Toxicological Research, D.R. Krewski
and C. F. Franklin, eds. Gordon and Breach.
- Krewski, D. and Murdoch, D.J. (1990). Cancer modeling with
intermittent exposures. In Scientific Issues in Quantitative
Cancer Risk Assessment, S.H. Moolgavkar, ed. Birkhauser
Boston Inc.
- Goddard, M.J., Burnett, R.T., Collins, B.T. and Murdoch, D.J. (1990).
Statistical analysis. In Handbook of In Vivo Toxicity Testing,
D.L. Arnold, H.C. Grice and D.R. Krewski, eds. Academic Press.
- Murdoch, D.J., Krewski, D., and Crump, K.S. (1987).
Quantitative theories of carcinogenesis. In: Cancer
Modeling, J.R. Thompson and B.W. Brown, eds. Marcel
Dekker, New York, pp. 61-89.
- Krewski, D., Murdoch, D. and Dewanji, A. (1986).
Statistical modelling and extrapolation of
carcinogenesis data. In Modern Statistical Methods in
Chronic Disease Epidemiology, R.L. Prentice and S.
Moolgavkar, eds. Wiley: New York, pp. 259-282.
d) Work in Progress
- Murdoch, D. and Adler, D. (2007). RGL in 2007. Submitted to refereed conference
useR2007, presented in August 2007.
- Gou, T., Murdoch, D.J. and Braun, W.J. (2007). Simulation of
extremes of stochastic differential equations. In preparation.
- Tsai, Y.-L., Dupuis, D.J. and Murdoch, D.J. (2007). Influence measures and robust estimators for dependence
in the extremes of Markov chains. In preparation.
- Tsai, Y.-L., Dupuis, D.J. and Murdoch, D.J. (2007). Influence
measures and robust estimators of dependence in multivariate extremes. Submitted.
- Tsai, Y.-L., Dupuis, D.J. and Murdoch, D.J. (2006). A robust
test for asymptotic independence in multivariate extremes. Submitted; revisions requested.
- Rowlingson, B., Roberts, G., Papaspiliopoulos, O., Beskos, A. and Murdoch, D.J. (2005).
diffusion. An R package for exact simulation of stochastic diffusions. In preparation.
- Green, P.J., Lauritzen, S.L. and Murdoch, D.J. (2005). Relational structure and replication
in graphical models. In preparation.
- Murdoch, D.J. and Meng, X.-L. (2002). Affine couplers and the simulation
of truncated multivariate distributions. In preparation.
e) Other Contributions
- Braun, W.J. and Murdoch, D.J. (2007). A First Course in Statistical Programming with R.
Cambridge University Press.
- Murdoch, D. and Maechler, M. (2007). User! 2007. To appear in R News. 1 page.
- R Development Core Team (2003, 2004, 2005, 2006, 2007). R: A Language and Environment for Statistical Computing.
R Foundation for Statistical Computing, Vienna, Austria, ISBN 3-900051-07-0.
- Sklyar, O., Murdoch, D. and Smith, M. (2007). inline: Inline C, C++, Fortran function calls from R.
R package version 0.3.2.
- Murdoch, Duncan (2002). Reading foreign files. R News, 2/1 (March 2002), 2-3.
- Murdoch, Duncan (2001). Perfect sampling algorithms: Descendants of CFTP.
Revista de Estatística - Statistical Review II, Proceedings of the
23rd European Meeting of Statisticians, Funchal, August 2001, 78-80.
- Li, X. and Murdoch, D.J. (2001). On the impossibility of perfect sampling
of certain stochastic differential equations. Submitted to WNAR student paper
competition, WNAR annual meeting, Burnaby, BC, June, 2001.
- Murdoch, D.J. (2001). RGL: An R interface to OpenGL. In Proceedings of
the 2nd International Workshop on Distributed Statistical Computing, Vienna, March 2001,
K. Hornik and F. Leisch, eds.,
ISSN 1609-395X, http://www.ci.tuwien.ac.at/Conferences/DSC-2001/Proceedings/.
- Murdoch, D.J. (2000). Markov chain Monte Carlo. Chance 13.4, 48-51.
- Murdoch, D.J. (2000). Drawing a scatterplot. Chance 13.3, 53-55.
- Murdoch, D.J. (2000). Statistics on the Web. Chance 13.1, 49-51.
- Murdoch, D.J. (1999). Programming with components. Chance 12.4, pp. 47-49.
- Murdoch, D.J. (1999). Programming 3-D graphics. Chance 12.2, pp. 45-47.
- Murdoch, D.J. (1999). What's Java? Chance 12.1, pp. 44-47.
- Murdoch, D.J. (1998). Review of S-PLUS version 4.
Chance 11.4, pp. 42-45.
- Elkum, N. and Murdoch, D.J. (1996). Estimation of prostate cancer
mortality rates in small
areas using a nonlinear model. In the Proceedings of the
Survey Methods Section of the Statistical Society of Canada, pp. 177-180.
- Murdoch, D.J. (1994). Review of A Handbook of Statistical
Analyses using S-Plus by B.S. Everitt. Short Book Reviews
14, pp. 42-43.
- Murdoch, D.J. and Chow, E.D. (1994). ellipse: Routines for
drawing ellipses and ellipse-like confidence regions. S computer code
available from Statlib (statlib@lib.stat.cmu.edu).
- Murdoch, D.J. (1994). detroff.zip: DOS program to convert
simple S help files to text format for use in S-PLUS for Windows.
Program available from Statlib (statlib@lib.stat.cmu.edu).
- Murdoch, D.J. (1987). Review #806, Risk Abstracts 4, p. 192.
- Gilman, A., Dunnett, E., Cedar, F., Boddington, M., Murdoch,
D. (1984). Pentachlorophenol use in Canada: a risk
assessment. Contributed paper, 112th Annual Meeting,
American Public Health Association, Anaheim,
California, November 11-15.
f) Technical Reports
- Yiu, K. and Murdoch, D. (2000). Bayesian model of the probability of containment in
search and rescue operations. Four reports prepared under contract to Dept. of National Defence:
1. Preliminary report and plan for analysis, 2. Report on models, 3. Report on Bayesian inference,
4. Final report and recommendations.
- Murdoch, D.J. (1996). User's Manual for CALIBRATE: A Program to Calibrate
FasTrak Data. Unpublished manual for computer program.
- Day, J., Murdoch, D., Brown, P. and Dumas, G.A. (1996). Calibration of
the Fastrak for the Collection of Kinematic Data. In: Queen's-DuPont
Longitudinal Back Research Study Progress Report. 2 pages.
- Murdoch, D.J., Agrawal, R., and Binns, M.A. (1994). Graphical
displays of wavelets. Mathematical Preprint #1994-05, Department of
Mathematics and Statistics, Queen's University, Kingston, Ontario.
- Murdoch, D.J. (1994).
Estimation of Risks from Intermittent Exposure: The Colorado
Plateau Uranium Miners. Report prepared under contract for Health
Canada. 28 pages.
- Murdoch, D.J., Binns, M., Day, A., Erdeljan, S. and Forer, D.
(1993). Statistical Analysis of a Multi-Generation
Reproduction/Development Toxicology Study. Preliminary Report.
Report prepared under contract for Health and Welfare Canada. 61 pages.
- Murdoch, D.J., Binns, M., Day, A., Erdeljan, S. and Forer, D.
(1993). Statistical Analysis of a Multi-Generation
Reproduction/Development Toxicology Study.
Report prepared under contract for Health and Welfare Canada. 16 pages.
- Murdoch, D.J., Binns, M., Day, A., Erdeljan, S. and Forer, D.
(1993). Correlated Data: Analysis of a Multi-Generation
Reproduction/Development Toxicology Study.
Report prepared for Health and Welfare Canada. 33 pages.
- Murdoch, D.J., editor (1992). AIDS in Canada: Statistical
Issues. Technical report of the Laboratory for Research in Statistics
and Probability, Carleton University and University of Ottawa. Report
of workshop held in Ottawa in November, 1991. 34 pages.
- Murdoch, D.J. (1991). Statistical Methods for Cancer Risk
Assessment with Time-Dependent Dosing. Report prepared under contract
for Health and Welfare Canada. 31 pages.
- Murdoch, D.J. (1990). Smoothed density estimates with bivariate
truncated survival data. Technical Report STAT 90-16, Department
of Statistics and Actuarial Science, University of Waterloo. 17 pages.
- Murdoch, D.J. (1990). Statistical Methods for Dose-Response
Models with Time-Dependent Dosing. Report prepared under contract
for Health and Welfare Canada. 10 pages.
- Murdoch, D.J. (1989). A new parametrization of linear compartmental
models. Technical Report STAT 89-04, Department of Statistics and Actuarial
Science, University of Waterloo. 16 pages.
- Murdoch, D.J. and Benjamin, A.J. (1989). Wasted data: The probability
of degenerate maximum likelihood estimates with bivariate truncated survival
data. Technical report STAT 89-28, Department of Statistics and Actuarial
Science, University of Waterloo. 26 pages.
3 Presentations
a) Invited Conference Presentations
- ``Teaching Statistics using 3D Graphics in R'', Invited presentation at IASC 2008, Yokohama, Japan, December 5-8, 2008.
- ``Package Development in Windows'', Invited presentation at useR! 2008, Dortmund, Germany,
August 12-14, 2008.
- ``The R Project: Open Source Statistical Computing'', Invited presentation at
Flourish 2008, Chicago, April 4-5, 2008.
- ``The Basics of R'', Invited full-day workshop presentation at the
Statistical Society of Ottawa Fall Seminar and Workshop, November 30, 2007.
- ``R Programming'', Invited full-day workshop presentation at the
SSC Annual Meeting, June 10-13, 2007.
- ``Bayesian Estimation of p-values'', Invited presentation at
ICSA Applied Statistics Symposium, Raleigh, North Carolina, June 3-6,
2007, and at BIRS Workshop on Complex Data Structures in the Health,
Social and Environmental Sciences, April 12, 2007.
- ``Recent and Future Developments in R'', Invited presentation at
Statistical Science: Present Position and Future Prospects, 40th
Anniversary Conference, Dept. of Statistics and Actuarial Science,
University of Waterloo, May 30-June 1 2007.
- ``Orientlib: An R Package for Orientation Data'', Invited presentation
at gR 2003 Workshop, Aalborg, Denmark, September 2003.
- ``Introduction to Perfect Sampling'', Invited presentation at
Sharcnet-Fields Conference on Monte Carlo Methods in Quantitative Finance,
University of Western Ontario, November 9, 2002.
- ``Perfect Sampling for Non-Markovian Queues'', Invited presentation
at SAMSI Challenges in Stochastic Computation workshop, September 2002.
- ``Overview of Perfect Simulation Methods'', Invited tutorial session
at SAMSI Challenges in Stochastic Computation workshop, September 2002.
- ``RGL: An R Interface to OpenGL'', Invited presentation
in session on R graphics at the Joint Statistical Meetings,
New York, August 2002.
- ``Affine Couplers and the Simulation of Truncated Multivariate
Distributions'', Invited presentation to the IMS annual meeting, Banff, July 2002.
- ``Perfect Sampling Algorithms: Connections'', Invited presentation at the SSC annual meeting, Hamilton, May 2002.
- ``Descendants of CFTP'' Invited presentation at 23rd European Meeting of Statisticians, Madeira, August 2001.
- ``Perfect Sampling for Queueing and Network Models'' Invited presentation at
Joint Statistical Meetings, Atlanta, August 2001.
- ``The Good, the Bad and the Ugly: 2000 Years of Statistical Graphics'' Invited presentation
at Mathematical Literacy and the Technological World, the Inaugural Conference of the Esso Centre for Mathematics Education,
London, Ontario, April 2001.
- ``Perfect Sampling of Bayesian Mixtures'' Invited presentation at ISBA 2000, Hersonissos, Crete, May 2000.
- ``Perfect Sampling: Not Just for Markov Chains?'' Special contributed presentation
at the Joint Statistical Meetings, Baltimore, August 1999.
- ``Calibration of an Orientation Measurement System.'' Invited
presentation at the SSC annual meeting, Regina, June 1999.
- ``Exact Sampling for Bayesian Inference:
Unbounded State Spaces.'' Invited presentation at the Workshop on Monte Carlo
Methods, Fields Institute, Toronto, October 1998.
- Invited participant in Workshop on Stein's Method and Monte Carlo
Markov Chains, Stanford University, July 1998.
- ``Exact Sampling for Bayesian Inference: Towards General Purpose
Algorithms.'' Invited presentation at 6th Valencia International
Meeting on Bayesian Statistics, Alcossebre, Spain, June 1998 and at the Joint Statistical Meetings,
Dallas, August 1998.
- Invited participant in ``Workshop on Exact Simulation'' at Aalborg, Denmark,
November 1997.
- ``Biomechanics-Statistical Needs.'' Presentation as organizer
and discussant of Biomechanics session at the Joint Statistical
Meetings, Anaheim, California, August 1997.
- ``Approximation of Confidence Intervals.'' Invited presentation at
Statistics and Industry Conference, Cochin, India, December 1996.
- ``Cancer Risk Assessment with Time-Dependent Dosing.'' Invited
presentation at the Statistical Society of Canada Annual Meeting,
Wolfville, Nova Scotia, June 9, 1993.
- ``AIDS in Canada: Statistical Issues.'' Invited presentation at
Statistical Society of Canada Annual Meeting, Edmonton, Alberta, June, 1992.
- ``AIDS in Canada: Statistical Issues.'' Principal organizer of two day
workshop in Ottawa, Ontario, November 21 & 22, 1991.
b) Contributed Conference Presentations
- ``RGL in 2007.'' Refereed contributed presentation at UseR! 2007, Ames, Iowa, August 2007.
- ``Simulation of Extremes of Stochastic Differential Equations.'' Contributed
presentation at SSC Annual Meeting, St. John's, Nfld, June 13, 2007.
- ``Orientlib: An R Package for Orientation Data.'' Contributed poster
at UseR 2004, Vienna, May 2004.
- ``RGL: An R Interface to OpenGL.'' Contributed presentation at DSC 2001,
Vienna, March 2001.
- ``Perfect Sampling for Queueing and Network Models.'' Contributed
presentation at CanQueue 2000, London, September 2000.
- ``Efficient use of
exact samples'' (with J.S. Rosenthal). Contributed poster
at the 6th Valencia International Meeting on Bayesian Statistics, Alcossebre, Spain, June 1998.
- ``Exact MCMC Sampling from a Continuous State Space.'' Contributed presentation at the SSC
Annual Meeting, Fredericton, June 1997.
- ``Evaluation of the Polhemus Fastrak for the Collection of Biomechanical
Kinematic Data'', J. S. Day, G. A. Dumas, D. J. Murdoch. Contributed
presentation to Canadian Society of Biomechanics, July 1996.
- ``Statistical Methods for Orientation Data.'' Contributed paper
at SSC Annual Meeting, Waterloo, June, 1996.
- ``Estimation of Prostate Cancer Mortality Rates in Small
Areas using a Nonlinear Model'', N. Elkum and D. Murdoch. Contributed
paper at SSC Annual Meeting, Waterloo, June 1996.
- ``A Graphical Display of Large Correlation Matrices.''
Contributed paper at SSC Annual Meeting/IMS 58th Annual Meeting,
Montréal, July 12, 1995.
- ``Graphical Displays of Wavelets.'' Special contributed paper
session, 57th Annual Meeting of the Institute of Mathematical
Statistics, Chapel Hill, North Carolina, June 20, 1994.
- ``The Probability of Degenerate Maximum Likelihood Estimates with
Truncated Survival Data.'' Contributed presentation, XVth International
Biometrics Conference, Budapest, Hungary, July 3, 1990.
- ``Compartmental Models with Complex Eigenvalues.'' Contributed
presentation, Statistical Society of Canada Annual Meeting, St. John's,
Newfoundland, June 4, 1990.
c) Invited Lectures
- ``P-values are Random Variables'' Invited presentation at the University of Toronto,
October 4, 2007.
- ``Collaborative Research with Subversion and R: A talk about doing research'' Invited
presentation at the University of Toronto, February 1, 2007.
- ``RGL: 3-D Dynamic Graphics in R'' Invited presentation at the University of Windsor,
September 28, 2006.
- ``Bayesian Estimation of p-values'' Presentation at University of Toronto, February 16, 2006, University
of Western Ontario, March 16, 2006, McMaster University, October 17, 2006.
- ``Pairwise Haplotype Analysis'' Presentation to ARCTIC Scientific Advisory Board,
January 11, 2006, Toronto.
- ``Perfect Sampling'' Tutorial lectures at Oxford University, April 28 and May 5, 2005.
- ``Perfect Sampling for Non-Markovian Queues'' Invited presentation at University
of Lancaster, March 4, 2005.
- ``Optimal Designs for Calibration of Orientations'' Invited presentation Oxford University,
January 27, 2005.
- ``Perfect Sampling Algorithms: Connections'' Invited presentation McMaster University, November 15, 2002.
- ``RGL: An R Interface to OpenGL'' Invited presentation at the University of Western Ontario, November 7, 2002,
University of Guelph, November 29, 2002, University of Toronto, February 27, 2003.
- ``Perfect Sampling of Bayesian Mixtures'' Invited presentation at Harvard University, November 21, 2001.
- ``Perfect Sampling for Queues and Networks.'' Invited presentation at McGill University,
September 20, 2001, University of Western Ontario, October 11, 2001, Harvard University, November 19, 2001.
- ``Statistical Graphics.'' Invited lecture to Mrs. Roes' grade 5/6 class, Ryerson P.S., London,
February 15, 2001 and February 26, 2002.
- ``Perfect Sampling: Two Examples.'' Invited presentation at the University of Waterloo,
November 30, 2000.
- ``Perfect Sampling: Not Just for Markov Chains?'' Invited presentation
at McMaster University, November 1999; York University, January 2000; University of Auckland and University
of Waikato, February 2000.
- ``Calibration of an Orientation Measurement System.'' Invited
presentation at University of Toronto, January 1999; Université Laval, February 1999;
University of Guelph, March 1999.
- ``Exact Sampling for Bayesian Inference:
Unbounded State Spaces.'' Invited presentation at the University of Western
Ontario, November 1998.
- ``Exact Sampling for Bayesian Inference: Towards General Purpose
Algorithms.'' Invited presentation at Stanford University,
July 1998.
- ``Perfect Simulation.'' Invited Coleman-Ellis Lecture (a
mathematical lecture presented accessibly to the general
university community), Queen's University, March 1998.
- ``Calibration of an Orientation Measurement System.'' Invited
presentation at University of Western Ontario, London, February
1998.
- ``Exact MCMC Sampling from a Continuous State Space.'' Invited
presentation at l'Université de Toulouse, March 1997, the
University of Bristol, April 1997, the University of Reading, June 1997,
Queen's University, September 1997, the University of Western Ontario,
November 1997
and the University of Toronto, November 1997.
- ``Approximation of Confidence Intervals.'' Invited presentation at
University of Bath, Bath, United Kingdom, January 1997.
- ``Calibration of an Orientation Measurement System.'' Invited
presentation at University of Bristol, Bristol, United Kingdom, November
1996.
- ``Calibration of FasTrak System.'' Presentation by D. Murdoch at
DuPont Kingston Plant, June 19, 1996.
- ``Random Walk Calculation of Confidence Intervals.'' Invited
presentation to University of Toronto Department of Statistics,
January 31, 1996.
- ``How Do I Deal with Measured Orientations?'' Invited
presentation to Queen's Statistical Consulting Seminar series, November
27, 1995.
- ``Random Walk Calculation of Confidence Intervals.'' Invited
presentation to Queen's Chemical Engineering seminar series, July 26,
1995; Queen's Mathematics and Statistics Graduate Student Seminar,
September 15, 1995; University of Western Ontario seminar, November 3,
1995.
- ``Cancer Risk Assessment with Intermittent Exposure.'' Invited
presentation at the Ontario Cancer Institute, April 14, 1993.
- ``A Telescoping Product Approach to a Nonparametric Neyman-Scott
Problem.'' Invited presentation at Queen's University, Kingston,
Ontario, October 9, 1992.
- ``Statistical Applications of Wavelets.'' Invited presentation at
the University of Winnipeg, the University of Alberta, the University of
Calgary and Queen's University, February 1992.
- ``Statistical Applications of Wavelets.'' Invited presentation at
Carleton University, Ottawa, Ontario, December 16, 1991.
- ``Estimating Time-Dependent Dose Effects.'' Invited presentation at
McMaster University, Hamilton, Ontario, March 19, 1991.
- ``Statistical Applications of Wavelets.'' Invited presentation at
Wavelets Seminar Series, University of Waterloo, March 12, 1991.
- ``Relative Effectiveness Models of Carcinogenesis.''
Presentation at Queen's University, Kingston, Ontario, March 8, 1991.
- ``Relative Effectiveness Models of Carcinogenesis.'' Invited
presentation at the University of Waterloo, Waterloo, Ontario, December 6,
1990.
4 Funding
a) Research Grants
- NSERC Discovery Grant: Computer intensive statistical methods, $20000/year,
awarded April 2008, to April 2013.
- NSERC Discovery Grant: Perfect Sampling and Orientation Data Analysis, $20000/year,
awarded April 2003, to April 2008.
- NSERC Research Grant: Exact sampling, orientation statistics, and other methods
in applied statistics, $14700/year, awarded April 1999, to April 2003.
- NSERC Research Grant: Methods in applied statistics,
$10000/year, awarded April 1995, to April 1999.
- NSERC Research Grant: Statistical methods in cancer modelling.
Awarded April 1992, $9000/year, to April 1995.
- NSERC Operating Grant: Statistical methods for compartmental models.
Awarded April 1989, $10390/year, to April 1992.
b) Other Grants and Contracts
- Contract with DRDC Atlantic: Confidence intervals for logistic regression.
$17999, awarded June 2008.
- NSERC RTI Grant: Blade servers based parallel statistical computing. Principal
investigator H. Yu, with several other investigators including D. Murdoch, $34994, awarded
April, 2007.
- NSERC RTI Grant: High Performance Computing Resource for Statistical Genomics. Principal
investigator R. Kustra (Toronto), with other investigators C. Greenwood (Toronto), M. Escobar (Toronto),
D. Murdoch (UWO), M. Zhu (Waterloo), J. Beyene (Toronto), L. Briollais (Toronto) and D. Tritchler (Toronto),
$68250, awarded April, 2006.
- NSERC RTI Grant: Distributed Graduate Computing Laboratory. Principal investigator D.J. Murdoch, with
other investigators W.J. Braun, R.J. Kulperger, S.B. Provost, J. Ren, D.A. Stanford, R. Zitikis. $65380, awarded
April, 2005.
- NPCDS Project: Canadian Consortium on Statistical Genomics. Investigators D. Bingham (Michigan), J. Bryan (UBC),
H. Chipman (Waterloo/Acadia), R. Kustra (Toronto), D.J. Murdoch, R. Nadon (McGill), E. Susko (Dalhousie), R. Tibshirani
(Stanford). Workshop (fall 2003); ongoing grant $60000/yr for 2 years awarded April, 2004.
- NSERC Equipment Grant: Statistical Computing Laboratory. Principal investigator H. Yu, with other investigators
D.R. Bellhouse, W.J. Braun, D.J. Dupuis, B. Jones, R.J. Kulperger, A.I. McLeod, D.J. Murdoch, S. Provost,
D.A. Stanford. $15050, awarded April, 2003.
- NSERC Equipment Grant: A Beowulf cluster of Linux workstations for large-scale statistical parallel computing.
Principal investigator H. Yu, with other investigators D.R. Bellhouse, W.J. Braun,
B.L. Jones, R.J. Kulperger, A.I. McLeod, D.J. Murdoch, S.B. Provost,
D.A. Stanford. $40792, awarded April, 2001.
- NSERC Equipment Grant: Linux lab for statistics research. Principal investigator H. Yu,
with other investigators D.R. Bellhouse, R.J. Kulperger, A.I. McLeod, D.J. Murdoch, S.B. Provost,
D.A. Stanford. $29148, awarded April, 2000.
- DND contract: A Bayesian model of the probability of containment (POC) in Search
and Rescue (SAR) operations. Principal investigator, supervising MSc student Kameron Yiu, total
contract $17000, awarded January, 2000.
- CRM/Fields/PIMS Conference Grant: SSC Annual Meeting, Ottawa, June 4-7, 2000. Programme chair, with
Andre Dabrowski (University of Ottawa), Brian Allen (University of Guelph), and Paul Cabilio (Acadia
University), $10000, awarded November, 1999.
- NSERC Equipment Grant: Statistical Computing Lab Upgrade. Principal investigator,
with other investigators D.R. Bellhouse, M.S. Haq, R.J. Kulperger, A.I. McLeod, S.B. Provost,
J.E. Stafford, D.A. Stanford, H. Yu. $26424, awarded April, 1999.
- NT license gift to UWO: Arranged for gift by Microsoft Canada
of 60 licenses for Windows NT to Statistics Computing Lab, approx. value $4000,
December, 1998.
- UWO Startup Grant: Grant for computer equipment, $10000, July 1998.
- Contract with Biomechanics Group: CALIBRATE: A program for
calibration of an orientation measurement system, $2000, awarded
April 1996, completed June 1996.
- Contract with Fleet Technology: Design issues in field tests
of winter sands, $2000, awarded November 1995, completed December
1995.
- Contract with Health and Welfare Canada: Review of
quantitative cancer risk assessment, $4000, awarded November 1993,
completed March 1994.
- NSERC Equipment Grant: Statistical computing laboratory.
Principal investigator, with other major users E. D. Chow, J. T.
Smith, D. G. Watts, $37237, awarded March 1993.
- Contract with Health and Welfare Canada: Statistical analysis
of rat multigeneration developmental toxicity study, $20000, awarded
February 1993, completed May 1993.
- Queen's University Research Initiative Fund: Grant for computer
equipment, $4200, awarded August 1992.
- Contract with Health and Welfare Canada: AIDS in Canada: Statistical
Issues. Two day workshop in Ottawa as part of Carleton University's
Biostatistics Term. $15000, awarded September 1991, completed March
1992.
- Contract with Health and Welfare Canada: Statistical methods
for cancer risk assessment with time-dependent
dosing. $4000, awarded February 1991, completed June 1991.
- Contract with Health and Welfare Canada: Statistical methods for
dose-response models with time-dependent dosing. $4000, awarded March 1990,
completed October 1990.
- University of Waterloo Interim Research Grant. Awarded September 1988,
$3500.
5 Awards
- Canadian Journal of Statistics Award for the best paper of 2007.
- Distinguished Service Award from the Statistical Society of Canada, 2005.
6 Research Program
My research interests are in applied statistics, statistical
computing and statistical graphics. Several current areas of research are outlined below.
- Statistical Computing
R is an open source implementation of the S programming language.
As a member of the ``R Core Team'', I share responsibility for its
releases. My particular interests are in user interface issues and
graphics.
- Approximation of Permutation Distributions
In Kustra et al. (2006) (paper 2.1) we showed how to
approximate permutation-based p-values using a Bayesian technique with
much less computation than a full Monte Carlo permutation. This
appears to be a fruitful technique. Currently with my student P.
Nguyen I am investigating two related ideas: approximation of
conditional p-values by MCMC sampling from a weighted permutation
distribution, and approximation of multiple testing combinations of
p-values e.g. the minP approach of Becker, Cichon, Jonson and Knapp
(Ann. Hum. Genetics, 2005).
- Simulation of Stochastic Differential Equations
Currently I am working with W.J. Braun and our student T. Gou on
perfect simulation of maxima, minima, and barrier crossing times for
stochastic diffusions that follow stochastic differential equations.
This work builds on work of Beskos et al (to appear in
Bernoulli; I was not involved in that work, but am now involved
with that group on implementation of their methods in an R package)
for perfect simulation of SDEs.
- Perfect Sampling
Markov chain Monte Carlo is a general computational technique for
sampling from an arbitrary distribution (e.g. a posterior distribution
in Bayesian inference). Until late 1995, it
was thought that in almost all cases this would yield samples with
distributions only approximating the target distribution. Propp and
Wilson (1996) showed that in some cases it is
possible to get exact convergence; my recent work has
extended this to distributions on continuous state spaces, and recent
results suggest that it should soon be possible in most
Bayesian models. Moreover, Propp and Wilson's ideas can be extended to
other contexts such as perfect simulation of stochastic differential
equations.
- Statistics of Orientation Data
Measured orientations are observations in the group
SO(3), the rotations of a rigid object in three dimensional space.
Because this group is non-Abelian, many standard techniques fail: it
isn't even clear how to define a mean. Together with my students H.S.H.
Shin and X. Zhang, I have started a programme of research into issues of applying
modern statistical methods such as smoothing and data visualization to
this space.
7 Service
a) To the university
- Awards Committee: Member, July 2007 to June, 2008.
- Appointments Committee: Member, July 2006 to June, 2008.
- Program Examiner for MSc examination for Chinthanie Ramasundarahettige, Epidemiology and Biostatistics, July 2008.
- Program Examiner for PhD examination for Katherine Davies, Statistics, June 2008.
- University Examiner for PhD examination for Tanya Mark, Business Administration, December 2007.
- Chair for PhD examination for Jigang Zhou, Chemistry, December 2007.
- Program Examiner for PhD examination for Alexandru Asimit, Statistics, December 2007.
- Hooder at Convocation, June 2007.
- Program Examiner for MSc examination for Sameer Parpia, Biostatistics, June 2007.
- University Examiner for MSc examination for Felix (Chun Hang) Li, Computer Science, December 2006.
- Examiner for PhD examination for Jennifer Asimit, November 2006.
- Examiner for MSc examination for Baoguo Jiang, September 2006.
- University Examiner for PhD examination for Monica Taljaard, March 2006.
- University Examiner for MSc examination for Michelle Zang, December 2005.
- Graduate Affairs Committee: Member, 1998-2002, 2003-2004, 2006.
Chair from April, 1999 to June 2002, January to April 2006.
- Statistical & Actuarial Sciences Departmental Chair Selection Committee: Member,
May 2003-April 2004.
- Nominating Committee for Faculty of Science: Member, April 2002-June 2004.
- Bioinformatics Steering Committee: Member, 2002-2003.
- University Examiner at PhD thesis examination for Huajie Zhang (Computer Science), April 16, 2002.
- Chair of PhD thesis examination for Amir Halabian (Engineering Science), November 28, 2001.
- Pro-Chancellor at convocation, October 26, 2001.
- Promotion and Tenure Committee: Member, 2001-2004.
- Dean's Internal Advisory Committee: Member, 1999-2000.
- Undergraduate Affairs Committee: Member, 2002-2004. Chair from June 2003 to December 2004.
- Colloquium Committee: Member and co-chair, 1998-2001.
- Computing Committee: Chair, 1998-1999. Prepared funding requests to NSERC and Science Student Levy,
managed public computing lab.
- Steering Committee for Systems Manager: Member, 1998-1999, Chair, 1999.
b) To the profession
- External examiner
- for PhD examination of Connie Stewart, Dalhousie University, May 2006.
- Associate Editor
- of Statistica Sinica, August 2005 to March, 2007.
- Associate Editor
- of the Canadian Journal of Statistics, September 2003 to October 2004.
- Associate Editor
- of the Journal of Statistical Software, July 2003 to January 2008.
- Member of the R Core Team
- and ordinary member of the R Foundation, elected March 2003.
- Current Index to Statistics:
- IMS representative on management committee, January 2003-December 2004;
Chair, January 2005-December 2007.
- Associate Editor
- of Statistics and Computing, January 2002 to January 2005.
- Contributing Editor
- for the Current Index to Statistics, December 2001 to December 2004.
- External examiner
- at PhD thesis examination of Sonia Jain, (Statistics, University of Toronto),
April 3, 2002.
- Statistical Society of Canada:
- Secretary, July 2000-June 2004.
Member of the Liaison
editorial board as webmaster of the SSC web site, Fall 1995 to Fall 2000. Program
chair for annual meeting in Ottawa, June 2000.
- American Statistical Association:
- Member
- Institute for Mathematical Statistics:
- Member
- International Society for Bayesian Analysis:
- Member
8 Teaching
a) Students Supervised as Principal Supervisor
At UWO:
- Paul Nguyen (Fall 2006 to present). Ph.D. in progress.
- Li Hua Yue (Fall 2006 to present, with W. He). Ph.D. in progress.
- Tingting Gou (Fall 2005 to present, with W.J. Braun). Ph.D. in progress.
- Yuling Tsai (Spring 2004 to Fall 2006, with Debbie Dupuis). Ph.D.
Thesis title: Using Robust and Bayesian Methods to Assess
Asymptotic Independence in Extreme Values.
- Xiaoling Zhang (Fall 2000 to Summer 2004). Ph.D. thesis: Orientation Data Analysis.
- Baohua Li (Summer 2004, with Matt Davison, Applied Math). M.Sc. project: Pricing & Hedging With/Without Transaction Costs.
- Jianhong Zhou (Winter and Summer 2004). M.Sc. project: Violations of Assumptions in Microarray Experiments.
- Ming Chen (Summer 2004). NSERC summer undergraduate research project on 3D graphics in R.
- Ravi Pachai (Fall 2003 to Winter 2004, with Aija Downing, Computer Science).
Computer Science undergraduate honors project on simulation of stochastic differential equations in R.
- Xiaoqiang Li (Fall 1998 to Summer 2002). Ph.D.
Thesis title: On the Perfect Simulation of Stochastic Differential Equations. Currently employed
as statistical consultant at the University of Toronto.
- Sherri Pasian (Fall 2000 to Summer 2002). M.Sc. project: Assessment of Mental Health Services
in Piedmont, Italy.
- Lara Mirilovic (January 2002 to Summer 2002, with Chris Anderson, Ivey School of Business). M.Sc. project:
Long Run Predictability of Stock Returns.
- Mahbubul Haq (January 2002 to Summer 2002). M.Sc. project: Image Processing Using Least Squares.
- Jiming Fang (Summer 2000 to Spring 2001). M.Sc. project: Data Visualization of 3D Images: Prostate Cancer Case Study.
Currently
employed at ICES, Toronto.
- Deepak Sanjel (Summer 2000 to Spring 2001). M.Sc. project: An Analysis of the Grades Obtained by Students and Confidentiality Issues.
- Karen Anderson (Fall 1999 to Summer 2000, with Matt Davison, Dept. of Applied Mathematics).
M.Sc. project: Model Estimation of Electricity Prices.
- Sze-King (Kameron) Yiu (Fall 1999 to Summer 2000). M.Sc. project: Bayesian Analysis of Search and Rescue Data.
At Queen's:
- Tarun Gandhi (Fall 1997 to Summer 1998). Project Master's.
- Hwa Shin H. Shin (Winter 1996 to Summer 1999). Doctoral student,
successfully defended thesis on May 31, 1999.
- Naser Elkum (Fall 1995 to Fall 1997, previously supervised by Dr. J. Myles).
Doctoral student, degree awarded December 1997. Presently statistical researcher,
King Faisal Specialist Hospital & Research Centre, Saudi Arabia.
- Colin McCulloch (Summer 1995). Project Master's, degree
awarded.
- Hwa Shin H. Shin (Summer 1995). Project Master's, degree
awarded.
- Melvin Munsaka (September 1992 to December 2001). Doctoral student,
successfully defended thesis in December, 2001.
- William Pouliot (Summer 1994). Project
Master's, degree awarded. Subsequently Carleton University PhD student.
- Rekha Agrawal (Fall 1994). Research assistant.
- Malcolm Binns (Spring and summer 1993). Project Master's, degree awarded,
and research assistant for Health and Welfare contract.
- Andrew Day (Spring and summer 1993). Project Master's, degree
awarded, and research assistant for Health and Welfare contract.
- David Forer (Spring 1993). Research assistant for Health and
Welfare contract.
- Susanne Erdeljan (Spring 1993). Research assistant for Health
and Welfare contract.
b) Courses Taught
At UWO
- Introduction to Statistics
- (SS 024b, Winter 2008). This is an
introductory statistics course for a wide audience (Science, Health Sciences, Social Science,
etc.). Textbook: The Basic Practice of Statistics, 3rd ed., D.S. Moore.
- Generalized Linear Models
- (SS 555b, Fall 2007). This is a graduate course
on GLMs and GAMs. Textbook: An Introduction to Generalized Linear Models,
2nd ed., A.J. Dobson.
- Bayesian Statistics
- (SS 707, Fall 1998, Winter 2002, Fall 2006). This is a graduate course
in Bayesian statistics, with an emphasis on the computational issues. Included
was a section on the new area of perfect sampling, in which I am currently
working.
- Introduction to Statistical Computing
- (SS 259b, Winter 2006, 2007, 2008). This course
introduces statistical and actuarial students to programming. The textbook (2.5)
was written to serve in this course, and will be used in 2008.
- Advanced Data Analysis
- (SS 458a/b, SS 542/558, Fall 1999, 2000, Winter 2002, 2003,
2006 (with J. de Tibeiro), Winter 2007). This course
teaches topics in data analysis, including generalized linear models, smoothing, bootstrapping,
Markov chain Monte Carlo techniques in Bayesian analysis, and technical report writing.
- Statistical Computing
- (SS 459a/559a, Fall 2004). This course
surveyed modern statistical computing methods, using R. LATEX and SQL were
also introduced. There was no textbook.
- Bioinformatics and Statistical Genomics Seminar
- (SS 732b, Winter 2004).
This seminar was mainly student presentations on various topics in bioinformatics,
with faculty presentations by Kathleen Hill (Biology), Louise Martin (Applied Math), and myself.
- Probability
- (SS 257a, Fall 2003, 2004).
This course introduces elementary probability, including random variables,
conditional distributions, and distribution theory.
Textbook: Probability and Statistics, 3rd ed., M.H. DeGroot and M.J. Schervish.
- Statistics for Mathematical Scientists
- (SS 260b, Winter 2003, 2004).
This course introduces mathematical statistics, including both Bayesian and classical methods.
Textbook: Probability and Statistics, 3rd ed., M.H. DeGroot and M.J. Schervish.
- Financial Modelling
- (SS 420a/520a, Fall 2002, 2003). This course teaches valuation of
derivatives using continuous time models. Textbook: An Introduction to Mathematical Finance, by
S. M. Ross.
- Simulation of Stochastic Differential Equations
- (SS 719, with Matt Davison, John Braun and other participants,
Winter 2002). This was a research level seminar with participation of a number of faculty
and students.
- Introduction to Statistics
- (SS 255, Fall/winter 1998-2001, summer 2001). This is
an introduction to statistics and scientific computing for general and
honours students in statistics and actuarial science. This version of the
course was first offered in 1998; earlier versions included a probability
component that was moved to SS 257. Textbook: Probability and Statistics, by
K.J. Hastings.
- Introduction to Linear Regression
- (SS 359b/524b, Winter 1999). This is
a mixed undergrad/graduate course giving an introduction to simple and multiple linear
regression. Textbook: An Introduction to Computational Statistics: Regression Analysis,
by R. I. Jennrich.
At Queen's
- Introduction to Statistics and Probability for Engineers
- (STAT
267B, Winter 1995, 1996; STAT 267A, Fall 1995). This is a basic introduction
to applied statistics and probability, with an emphasis on applications
in geological and mining engineering (267B) or civil engineering
(267A). Textbook: Probability and Statistics for Engineers by
R.L. Scheaffer and J.T. McClave.
- Design and Analysis of Experiments
- (STAT 471, Winter 1995).
I designed this course to teach classical design and analysis for completely
randomized designs, factorial and fractional factorial designs, and
includes some modern design including Taguchi's approach and design for
nonlinear models. Textbook: Statistical Principles of Research
Design and Analysis by R.O. Kuehl.
- Generalized Additive Models
- (STAT 968, Winter 1993).
This was a seminar course for doctoral students, based on Hastie and
Tibshirani's book and other references for generalized linear models.
- Advanced Regression Analysis
- (STAT 470, Fall 1994, 1995, 1996).
I designed this course to teach advanced theory of linear regression,
nonlinear regression, generalized linear models, and modern regression
methods including smoothing. Textbook: Nonlinear Regression
Analysis and its Applications by D.M. Bates and D.G. Watts.
- Time Series Analysis
- (STAT 464/864, Winter 1993, 1994, 1995,
1996, 1998).
This is an introductory course in time series analysis for senior
undergraduates and Master's students. Textbook: In 1993 and 1996, Time Series
Analysis, Univariate and Multivariate Methods by W.W.S. Wei. In 1994,
Time Series Analysis: Forecasting and Control by G.E.P. Box and
G.M. Jenkins. In 1995, Time Series: A Biostatistical
Introduction by P.J. Diggle.
- Linear and Nonlinear Regression Analysis
-
(STAT 461/861, Fall 1992, 1993, Winter 1994).
This is a year-long course in statistical modelling. The fall 1993 term was
taught jointly with STAT 361, and shared the text for the
fall. In the winter term the text was Nonlinear Regression Analysis
and its Applications by D.M. Bates and D.G. Watts.
- Introduction to Linear Regression and Design
- (STAT 361, Fall
1993, and Fall 1997)
I designed this course in linear regression analysis and simple
design of experiments, taught jointly with STAT 461/861 in the first
year.
Textbook: Introduction to Linear Regression Analysis by D.C.
Montgomery and E. Peck.
At Waterloo
- Estimation and Hypothesis Testing
- (STAT 450/850, Winter 1989, 1990,
and 1991).
Mathematical theory of inference, for 4th year honours statistics students
and Master's students. Textbooks: Statistical Inference by S.D. Silvey,
Modern Mathematical Statistics by E.J. Dudewicz and S.N. Mishra.
- Statistical Theory and Methods
- (STAT 330, Fall 1989, Winter
1991, 1992; STAT 363, Fall 1997).
Mathematical statistics and distribution theory for 3rd year honours
statistics students and other honours math students. Textbooks:
Mathematical Statistics, by J.E. Freund and R.E. Walpole,
Mathematical Statistics, by S.F. Arnold, and Statistics, Theory and
Methods, by D.A. Berry and B.W. Lindgren.
- Statistics
- (STAT 231, Fall 1988). Introductory course in statistics for 2nd year
honours math students. Textbook: Probability and Statistical Inference,
Vol. 2 by J. D. Kalbfleisch.
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