Exploring nonlinear relations: Models of clinical decision making by regression with optimal scaling

References

• Breiman , L. and Friedman , J. 1985 . Estimating optimal transformation for multiple regression and correlation (with discussion) . Journal of the American Statistical Association , 80 : 580 – 619 .
   Web of Science ®Google Scholar
• Efron , B. E. 1983 . Estimating the error rate of a prediction rule: Improvements on cross-validation . Journal of the American Statistical Association , 78 : 316 – 331 .
   Web of Science ®Google Scholar
• Efron , B. E. and Tibshirani , R. J. 1993 . An introduction to the bootstrap , London : Chapman & Hall .
   Google Scholar
• Franke , G. 2002 . Die Symptom-Checkliste von Derogatis (SCL-90-R)—Deutsche Version—Manual , 2nd ed. . [Derogatis Symptom Checklist-90-Revised—German version—Manual] Göttingen, , Germany : Hogrefe .
   Google Scholar
• Gifi , A. 1990 . Nonlinear multivariate analysis , 2nd ed , Chichester, , UK : Wiley .
   Google Scholar
• Hardy , G. E. , Cahill , J. , Stiles , W. B. , Ispan , C. , Macaskill , N. and Barkham , M. 2005 . Sudden gains in cognitive therapy for depression: A replication and extension . Journal of Consulting and Clinical Psychology , 73 : 59 – 67 .
   PubMed Web of Science ®Google Scholar
• Hoerl , A. E. and Kennard , R. 1970a . Ridge regression: Applications to nonorthogonal problems . Technometrics , 12 : 69 – 82 .
   Web of Science ®Google Scholar
• Hoerl , A. E. and Kennard , R. 1970b . Ridge regression: Biased estimation for nonorthogonal problems . Technometrics , 12 : 55 – 67 .
   Web of Science ®Google Scholar
• Howard , K. I. , Lueger , R. J. , Maling , M. S. and Martinovich , Z. 1993 . A phase model of psychotherapy outcome: Causal mediation of change . Journal of Consulting and Clinical Psychology , 61 : 678 – 685 .
   PubMed Web of Science ®Google Scholar
• Howard , K. I. , Moras , K. , Brill , P. L. , Martinovich , Z. and Lutz , W. 1996 . Evaluation of psychotherapy. Efficacy, effectiveness, and patient progress . American Psychologist , 51 : 1059 – 1064 .
   PubMed Web of Science ®Google Scholar
• Judd , C. and McClelland , G. 1989 . Data analysis: A model-comparison approach , San Diego, CA : Harcourt Brace Jovanovich .
   Google Scholar
• Kopta , S. M. , Howard , K. I. , Lowry , J. L. and Beutler , L. E. 1994 . Patterns of symptomatic recovery in psychotherapy . Journal of Consulting and Clinical Psychology , 62 : 1009 – 1016 .
   PubMed Web of Science ®Google Scholar
• Lange , C. and Heuft , G. 2002 . Die Beeinträchtigungsschwere in der psychosomatischen und psychiatrischen Qualitätssicherung: Global Assessment of Functioning Scale (GAF) vs. Beeinträchtigungs-Schwere-Score (BSS) [Impairment in the psychosomatic and psychiatric quality assurance: Global Assessment of Functioning Scale (GAF) vs. Impairment Score (IS)] . Zeitschrift für Psychosomatische Medizin und Psychotherapie , 48 : 256 – 269 .
   PubMedGoogle Scholar
• Lutz , W. , Rafaeli , E. , Howard , K. I. and Martinovich , Z. 2002 . Adaptive modeling of progress in outpatient psychotherapy . Psychotherapy Research , 12 : 427 – 443 .
   Web of Science ®Google Scholar
• Meulman , J. J. , Heiser , W. J. , & SPSS Inc . 1999 . SPPS categories 10.0 . Chicago : SPSS Inc .
   Google Scholar
• Meulman , J. J. , Heiser , W. J. , & SPSS Inc . 2008 . SPPS categories 17.0 . Chicago : SPSS Inc .
   Google Scholar
• Meulman , J. J. , & Van der Kooij , A. J. 2000 , May . Transformations towards independence through optimal scaling . Paper presented at the International Conference on Measurement and Multivariate Analysis , Banff , Alberta , Canada .
   Google Scholar
• Pratt , J. W. 1987 . “ Dividing the indivisible: Using simple symmetry to partition variance explained ” . In Proceedings of the Second International Conference in Statistics , Edited by: Pukkila , T. and Puntanen , S. 245 – 260 . Tampere, , Finland : University of Tampere .
   Google Scholar
• R Development Core Team . 2007 . R: A language and environment for statistical computing . Retrieved from http://www.R-project.org .
   Google Scholar
• S-Plus . 1999 . User manual . Seattle, WA : Math Soft Inc .
   Google Scholar
• SAS Institute Inc . 1999 . The TRANSREG Procedure . In SAS Institute Inc SAS/STAT 9.2 user's guide . Cary, NC : SAS Institute Inc .
   Google Scholar
• SPSS Inc . 2008 . SPSS categories. 17.0 . Chicago : SPSS Inc .
   Google Scholar
• Tang , T. Z. , DeRubeis , R. J. , Hollon , S. D. , Amsterdam , J. and Shelton , R. 2007 . Sudden gains in cognitive therapy of depression and depression relapse/recurrence . Journal of Consulting and Clinical Psychology , 75 : 404 – 408 .
   PubMed Web of Science ®Google Scholar
• Tasca , G. A. , Balfour , L. , Ritchie , K. and Bissada , H. 2006 . Developmental changes in group climate in two types of group therapy for binge-eating disorder: A growth curve analysis . Psychotherapy Research , 16 : 499 – 514 .
   Web of Science ®Google Scholar
• Thompson , B. 2001 . Significance, effect sizes, stepwise methods, and other issues: Strong arguments move the field . Journal of Experimental Education , 70 : 80 – 93 .
   Web of Science ®Google Scholar
• Tibshirani , R. J. 1996 . Regression shrinkage and selection via the Lasso . Journal of the Royal Statistical Society Series B , 58 : 267 – 288 .
   Google Scholar
• Van der Kooij , A. J. 2007 . Prediction accuracy and stability of regression with optimal scaling transformations . Unpublished doctoral dissertation, Leiden University. Retrieved from https://openaccess.leidenuniv.nl/dspace/handle/1887/12096 .
   Google Scholar
• Van der Kooij , A. J. , & Meulman , J. J. 2008a . Prediction accuracy of regression with optimal scaling transformations: The .632 Bootstrap with CATREG . Manuscript submitted for publication .
   Google Scholar
• Van der Kooij , A. J. and Meulman , J. J. 2008b . Regularization with Ridge penalties, the Lasso, and the elastic net for regression with optimal scaling transformations , Manuscript submitted for publication .
   Google Scholar
• Wietersheim , J. V. , Ennulat , A. , Probst , B. , Wilke , E. and Feiereis , H. 1989 . Konstruktion und Evaluation eines Fragebogens zur sozialen Integration [Construction and evaluation of a questionnaire for social integration] . Diagnostica , 35 : 359 – 363 .
   Google Scholar
• Young , F. W. , De Leeuw , J. and Takane , Y. 1976 . Regression with qualitative and quantitative variables: An alternating least squares method with optimal scaling features . Psychometrika , 41 : 505 – 529** .
   Web of Science ®Google Scholar
• Zeeck , A. , Hartmann , A. , Küchenhoff , J. , Weiss , H. , Sammet , I. , Semm , E. , et al. 2009 . Differentielle Indikationsstellung stationärer und tagesklinischer Psychotherapie: die DINSTAP-Studie [Differential indication of inpatient and day clinic treatment in psychosomatics] . Psychotherapie, Psychosomatik, Medizinische Psychologie , DOI: 10.1055/s-0029-1208175 .
   Google Scholar
• Zeeck , A. , Hartmann , A. and Orlinsky , D. E. 2006 . Internalization of the therapeutic process: Differences between borderline and neurotic patients . Journal of Personality Disorders , 20 : 22 – 41 .
   PubMed Web of Science ®Google Scholar