List of Selected Publications:
® Designed by H. Bozdogan & Created by Hugh Bailey,
1991.
- Books:
-
- 1. Multivariate Statistical Modeling and Data
Analysis. Editor with A.K.Gupta,
- D.Reidel Publishing Company, Dordrecht,Holland,1987.
-
- 2. Theory & Methodology of Time Series
Analysis,Volume 1, Proceedings of
- First US/Japan Conference on The Frontiers of
Statistical Modeling:An Informational
- Approach.Editor,Kluwer Academic Publishers,Dordrecht,the
Netherlands,1994.
-
- 3. Multivariate Statistical Modeling,Volume
2, Proceedings of First US/Japan
- Conference on The Frontiers of Statistical Modeling:
An Informational Approach.Editor,
- Kluwer Academic Publishers,Dordrecht,the Netherlands,1994.
-
- 4. Engineering & Scientific Applications
of Informational Modeling,Volume 3,
- Proceedings of First US/Japan Conference on The
Frontiers of StatisticalModeling: An
- Informational Approach.Editor,Kluwer Academic
Publishers,the Netherlands, 1994.
-
- 5. Informational Complexity and Multivariate
Statistical Modeling.
- In preparation-sole author,expected 1997.
-
- 6. Statistical
Modeling and Model Evaluation:A New Informational Approach.
- In preparation-sole author expected 1997.
-
- 7. Informational Statistical Modeling with
MATLAB:A User's Guide & Handbook.
- In preparation expected 1997 (with Y.Fan).
-
- 8. Modern Structural Equation Models With
Latent Variables and Measurement Error.
- In preparation with T.Ladd, and L.James).
-
- Selected Research Papers Published in Refereed
Journals/Proceedings:
-
- 1. Multi-Sample Cluster Analysis with Varying
Parameters Using Akaike'sInformation
- Criterion,Annals
of Institute of Statistical Mathematics,Vol36,No.1,Part B,1984,
- pp.163-180 (with S.L.Sclove).
-
- 2. Multi-Sample Cluster Analysis as an
Alternative to Multiple Comparison Procedures,
- Bulletin of Informatics and Cybernetics,Vol.22,No.1-2,March 1986,pp.95-130.
-
- 3. An Adjusted Likelihood-Ratio Approach
to the Behrens-Fisher Problem,Communications
- in Statistics,Theory and Methods, 15 (8)1986,pp.2415-2433 (with D.E.Ramirez).
-
- 4. Model
Selection and Akaike's Information Criterion (AIC): The General Theory
and Its
- Analytical Extensions, Psychometrika, Vol. 52, No.3,1987, Special
Section (invited paper),
- pp.345-370.
-
- 5. Ideal Point Discriminant Analysis, Psychometrika,Vol.52, No.3,1987, Special
Section
- (invited paper), pp.371-392 (with Y.Takane and
T.Shibayama).
-
- 6. Testing for Model Fit: Assessing and
Box-Cox Transformations of Multivariate
- Data to 'Near' Normality, Computational Statistics Quarterly(CSQ),3,3, 1986,
- pp.127-150 (with D.E.Ramirez).
-
- 7. Two-Stage Multi-Sample Cluster Analysis
as a General Approach to Discriminant
- Analysis. In
Multivariate Statistical Modeling and Data Analysis, Eds. H.Bozdogan
and
- A.K.Gupta, D.Reidel Publishing Company, Dordrecht,
Holland, October 1987, pp.95-119
- (with D.Eisenblatter).
-
- 8. An Expert Model Selection Approach to
Determine the 'Best' Pattern Structure in Factor
- Analysis Models.
In Multivariate Statistical Modeling and Data Analysis, Eds. H.Bozdogan
- and A.K Gupta, D.Reidel Publishing Company, the
Netherlands, Dordrecht, October 1987, pp.35-60
- (with D.E.Ramirez).
-
- 9. An Adjusted Likelihood-Ratio Algorithm
for the Behrens-Fisher Problem,
- Statistische Hefte/Statistical Papers, 28, 1987, pp.217-231 (with D.E.Ramirez).
-
- 10. ICOMP: A New Model-Selection Criterion. In Classification and Related Methods of Data Analysis,Ed.Hans
H.Bock, Amsterdam:Elsevier Science Publishers B. V. (North-Holland) 1988,
- pp.599-608.
-
- 11. Selecting Loglinear Models and Subset
Selection of Variables in Multiway Contingency
- Tables Using Akaike's Information Criterion
(AIC). In Classification and Related
- Methods of Data Analysis,
Ed. Hans H.Bock, Amsterdam: Elsevier Science Publishers
- B.V.(North-Holland) 1988, pp. 609-616.
-
- 12. Two-Stage Multi-Sample Cluster Analysis. In Classification and Related Methods
- of Data Analysis,
Ed. Hans H. Bock, Amsterdam: Elsevier Science Publishers B. V.
- (North-Holland) 1988, pp.91-96 (with D.Eisenblatter).
-
- 13. FACAIC:Model Selection Algorithm for
the Orthogonal Factor Model Using
- AIC and CAIC,
Psychometrika, Vol. 53, No.3, Computational-Psychometrics,1988,
- pp.407-415 (with D.E.Ramirez).
-
- 14. Finite
Mixture Models for Cluster Analysis of Grouped Data, in the Proceedings
of the
- Japanese Classification Society,1988 (invited
paper), pp. 1-11.
-
- 15. On the Information-Based Measure of
Covariance Complexity and Its Application
- to the Evaluation of Multivariate Linear
Models, Communications in Statistics,
- Theory and Methods,
A19 No.1,1990, pp. 221-278.
-
- 16. Selecting the Number of Knots in Fitting
Cardinal B-Splines for Density
- Estimation Using AIC, Journal of the Japan Statistical Society (JJSS),
- Vol.20-2, December 1990, pp.179-190 (with T.
Atilgan).
-
- 17. Convergence Properties of MLE's and
Asymptotic Simultaneous Confidence
- Intervals in Fitting Cardinal B-Splines
for Density Estimation, Statistics
- and Probability Letters,
Vol. 13, 1992, pp.89-98 (with T.Atilgan).
-
- 18. Choosing the Number of Component Clusters
in the Mixture-Model Using a New
- Informational Complexity Criterion of the
Inverse-Fisher Information Matrix.
- In Studies in Classification, Data Analysis,and
Knowledge Organization,
- O. Opitz, B.Lausen, and R.Klar (eds.), Springer-Verlag,Heidelberg,
1993, pp.40-54.
-
- 19. Mixture-Model Cluster Analysis Using
Model Selection Criteria and a New
- Informational Measure of Complexity. In Multivariate Statistical Modeling,
- Vol.2, Proceedings
of the First US/Japan Conference on the Frontiers of
- Statistical Modeling: An Informational Approach,
H. Bozdogan (ed.),Kluwer
- Academic Publishers, Dordrecht,the Netherlands,1994,
pp.69-113.
-
- 20. AIC-Replacements for Some Multivariate
Tests of Homogeneity With Applications
- in Multisample Clustering and Variable
Selection. In Multivariate Statistical
- Modeling,
Vol.2, Proceedings of the First US/Japan Conference on the Frontiers
- of Statistical Modeling: An Informational Approach,
H.Bozdogan (ed.),Kluwer
- Academic Publishers,Dordrecht,the Netherlands,1994,
pp.119-232 (with S.L.Sclove
- and A.K.Gupta).
-
- 21. Choosing the Number of Clusters, Subset
Selection of Variables,and Outlier Detection
- in the Standard Mixture-Model Cluster Analysis. Invited paper in New Approaches in
- Classification and Data Analysis, E.Diday et al.(Eds.), Springer-Verlag,
- New York,1994, pp.169-177.
-
- 22. Issues in the Estimation and Application
of Latent Structure Models of Choice.
Position
- paper in Marketing Letters, Vol.5,
No. 4, 1994, pp. 323-334 (with W.Dillon et al.).
-
- 23. The Use of Information-Based Model
Evaluation Criteria in the GMDH Algorithm.
- Invited paper in Systems Analysis, Modelling,
and Simulation(SAMS) in honor of
- Professor Alexander Ivakhnenko of the Ukrainian
Academy of Sciences,Vol. 20, 1995,
- pp.29-50 (with C. Hild).
-
- 24. Inference Problems with Equivalent
Models. In Advanced Structural
Equation
- Modeling Techniques,Lawrence
Earlbaum Publishers, April 1995 (with L. J.
- Williams and L. Aiman-Smith).
-
- 25. An Informational Approach to Variable
Selection in Logistic Regression Models
- of Wildlife Habitat Use.To appear in Environmetrics, 1996 (with F.van
Manen and
- M. R.Pelton).
-
- 26. Informational Complexity Criteria for
Regression Models. In review in
- Computational Statistics and Data Analysis,1996 (with Dominique Haughton).
-
- 27. Choosing the Best Predictors in Regression
Analysis via the Genetic Algorithm
- with Informational Complexity as the Fitness
Function.In review in Communications
- in Statistics, Theory and Methods,1996 (with H-K Luh,and J.J.Minesky).
- 28. Univariate Mixture of Cubic B-Spline
Approach to Detecting Multivariate Modality
- Using Model Selection Criteria. Invited paper to appear in the Proceedings of the
- International Federation of Classification
Societies (IFCS), June 1997,
- Springer-Verlag, Tokyo, Japan.
-
- 29. Empirical Econometric Modeling of Food
Consumption Using a New Informational
- Complexity Approach.Invited world title award winning paper to appear in
the Journal of Applied Econometrics,October 1997 (with P.M.Bearse,and
A. M.Schlottmann).
-
- 30. Phylogeny and Multivariate Correlated
Traits: An Information-Based Approach.
In review in Evolution,1996 (with H-K Luh, J.L.Gittleman,and C.G.Anderson).
Current Papers in Preparation:
-
- 31. Subset
Selection of Predictors in Bayesian Regression Model Using a New Informational
- Complexity Criterion
-
- 32. Model Selection in Multivariate Nonlinear
Regression Analysis of Compositional Data
- (with Chen Xi).
-
- 33. Informational Complexity Approach to
Predictive Regression Models of Future Observations
-
- 34. Bayesian Factor Analysis Model and
Choosing the Number of Factors Using
a New Informational Complexity Criterion
-
- 35. A New Small Sample Corrections of Model
Selection Criteria via BartlettAdjustment
-
- 36. Multisample Cluster Analysis of Regression
Models in K-Groups Using A New
- Complexity Criterion
(with A.K. Gupta and S. Paul Wright).
-
- 37. Bayesian Multisample Cluster Analysis
of Regression Models in Several Groups
- Using A New Complexity Criterion
-
- 38. A New Information Theoretic Measure
of Complexity Index for Model Evaluation
- in General Structural Equation Models with
Latent Variables
-
- 39. Bayesian Confirmatory Factor Analysis
(BCFA) Model as an Alternative to the Standard CFA Model with Applications (with K. Shigemasu).
-
- 40. Multisample Cluster Analysis of the
Common Principal Component Model in K Groups
- Using Entropic Statistical Complexity Criteria
-
- Algorithms Published:
-
- UTRANS and MTRANS: Marginal and Joint Box-Cox
Transformations of Multivariate Data to 'Near' Normality, Multivariate
Behavioral Research, Computer Software, 1988, 23
- (with D. E. Ramirez).
-
- Unpublished Algorithms:
-
- 1. AICPARM: A General Purpose Program for Computing
AICs for Univariate and Multivariate Parametric Models, to be submitted
as a Computer Science Monographs to the Institute
of Statistical Mathematics.
-
- Technical Reports/Research Memorandum:
-
- 1. Multi-Sample Cluster Analysis Using Akaike's
Information Criterion, Technical Report No. 82-1, January 30, 1982, ONR
Contract N00014-80- C-0408 (NR 042-443), Quantitative Methods Department,
University of Illinois, Chicago, Illinois 60680 (with S. L. Sclove).
-
- 2. Multi-Sample Cluster Analysis with Varying
Parameters Using Akaike's Information Criterion, Technical Report No. 8-2,
March 8, 1982, ONR Contract N00014-80-C-0408 (NR 042-443), Quantitative
Methods Department, University of Illinois, Chicago, Illinois 60680
- (with S. L. Sclove).
-
- 3. Determining the Number of Component Clusters
in the Standard Multi-variate Normal Mixture Model Using Model-Selection
Criteria, Technical Report No. UIC/DQM/A83-1, June 16, 1983, ARO Contract
DAAG29-820K- 0155, Quantitative Methods Department, University of Illinois,
Chicago, Illinois 60680.
-
- 4. Multi-Sample Cluster Analysis as an Alternative
to Multiple Comparison Procedures, Technical Report No. UIC/DQM/A84-3,
July 20, 1984, ARO Contract DAAG29-82-K0155, Department of Quantitative
Methods, University of Illinois, Chicago, Illinois 60680.
-
- 5. Model Selection Approach to the Factor Model
Problem, Parameter Parsimony and Choosing
the Number of Factors, Technical Report No. 1986 in Staistics, Department
of Mathematics, University of Virginia (with D. E. Ramirez).
-
- 6. ICOMP: A New Model-Selection Criterion for
General Multivariate Input-Output Type Structural Models, Technical Report
No. 1987 (August 31) in Statistics, Department of Mathematics, University
of Virginia.
-
- 7. The Theory and Applications of Information-Theoretic
Measure of Complexity (ICOMP) as a New Model-Selection Criterion, Technical
Report No. 1988 (March 15), University of Virginia and The Institute of
Statistical Mathematics, Tokyo, Japan.
-
- Book Reviews:
-
- Handbook of Statistics 2: Classification,
Pattern Recognition and Reduction of Dimensionality,
P. R. Krishnaiah and L. N. Kanal (eds.). North-Holland Publishing Company,
1982. Reviewed for the Journal of the American Statistical Association.
-
- Contribution to Parts of Books (Chapters):
-
- Prepared the Solutions Manual for Chapters 11-16
of An Introduction to the Statistical Analysis of Data, by T. W.
Anderson and S. L. Sclove (Boston: Houghton Mifflin Company, 1978).