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Leading researchers consensus on psychotherapy research findings: Implications for the teaching and conduct of psychotherapy Professional Psychology: Research and Practice, 34, 508 513 Boll, T (1981) The Halstead-Reitan Neuropsychological Battery In S B Fisher & T J Boll (Eds), Handbook of clinical neuropsychology (Vol 1, pp 577 607) New York: Wiley Bonica, J J (1992) Pain research and therapy: Past and current status and future goals In C E Short & A van Posnik (Eds), Animal pain Proceedings of the Symposium on Animal Pain and Its Control, Ithaca, NY, June 25 28, 1990 Boring, E G (1923, June 6) Intelligence as the tests test it New Republic, 35 37 Borys, D S, & Pope, K S (1989) Dual relationships between therapist and client: A national study of psychologists, psychiatrists, and social workers Professional Psychology: Research and Practice, 20, 283 293 Boscolo, L, Cecchin, G.

, Hoffman, L, & Penn, P (1987) Milan systemic family therapy: Conversations in theory and practice New York: Basic Books..

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Older versions may not work this way, and must instead use a second intermediary step:

differences between clusters on variables that were not used in the cluster analysis It is critical for the validity of the test that the variable not be used in forming the clusters A different type of external analysis is based on a data partition generated independently of the data set at hand The partition can be speci ed from a theoretical model or obtained from a clustering of a separate data set Hubert and Baker (1977) developed a method to test for the signi cance of similarity between the two sets of partitions The test is based on an assumption of independent assignments to groups in the two partition sets It is important to note that the Hubert and Baker method cannot be applied to two clusterings of the same data set Doing so would not result in two independent groupings of the objects in the study.

Function Commission2(Sales, Years) Calculates sales commissions based on years in service Const Tier1 = 0.08 Const Tier2 = 0.105 Const Tier3 = 0.12 Const Tier4 = 0.14 Select Case Sales Case 0 To 9999.99: Commission2 = Sales * Tier1 Case 1000 To 19999.99: Commission2 = Sales * Tier2 Case 20000 To 39999.99: Commission2 = Sales * Tier3 Case Is >= 40000: Commission2 = Sales * Tier4 End Select Commission2 = Commission2 + (Commission2 * Years / 100) End Function

Rosen, R C, Lewin, D S, Goldberg, L, & Woolfolk, R L (2000) Psychophysiological insomnia: Combined effects of pharmacotherapy and relaxation-based treatments Sleep Medicine, 1, 279 288 Rothenberg, S A (1992) A pilot survey in the medical community on the use of behavioral treatment for insomnia Sleep Research, 21, 355 Sadeh, A, Hauri, P J, Kripke, D F, & Lavie, P (1995) The role of actigraphy in the evaluation of sleep disorders Sleep, 18(4), 288 302 Sateia, M J, Doghramji, K, Hauri, P J, & Morin, C M (2000) Evaluation of chronic insomnia Sleep, 23, 243 308 Savard, J, Miller, S M, Mills, M, O Leary, A, Harding, H, Douglas, S D, et al (1999) Association between subjective sleep quality and depression on immunocompetence in lowincome women at risk for cervical cancer.

An internal criterion analysis is based on information obtained from within the clustering process These analyses are based on measures that attempt to represent in some form the goodness of t between the input data and the resulting cluster partitions There are numerous ways in which to measure the goodness of t Milligan (1981b) conducted a study of 30 internal criterion indices for cluster analysis For an extended discussion of such indices, see Milligan (1981b) Milligan s research indicated that indices such as the gamma, C-index, and tau measures should make an effective measure of internal consistency The advantage to identifying an effective internal criterion index is that it can serve as a test statistic in a hypothesistesting context The test can be used to determine whether a signi cant clustering exists in the data.