Unsupervised fuzzy clustering analysis supports behavioral cutoff criteria in an animal model of posttraumatic stress disorder

被引:80
作者
Cohen, H
Zohar, J
Matar, MA
Kaplan, Z
Geva, AB
机构
[1] Ben Gurion Univ Negev, Fac Hlth Sci, Minist Hlth, Mental Hlth Ctr,Anxiety & Stress Res Unit, IL-84170 Beer Sheva, Israel
[2] Ben Gurion Univ Negev, Dept Elect & Comp Engn, IL-84170 Beer Sheva, Israel
[3] Tel Aviv Univ, Chaim Sheba Med Ctr, Sackler Sch Med, IL-69978 Tel Aviv, Israel
关键词
posttraumatic stress disorder; animal model; unsupervised fuzzy clustering; anxiety; stress; behavioral criteria;
D O I
10.1016/j.biopsych.2005.04.002
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Background: Unsupervised fuzzy cluslering (UFC) analysis is a mathematical technique that groups together objects in the multidimensional feature space according to a specified similarity measurement, thereby yielding clusters of similar data points that can be represented by a set of prototypes or centroids. Methods: Since clinical studies of mental disorders distinguish between affected and unaffected individuals, we designed inclusion/exclusion criteria (cutoff behavioral criteria [CBC]) approach for animal behavioral studies. The effected individuals according to behaviors on two behavioral paradigms was study population into clearly affected versus clearly ana statistically significant. Conclusions: The UFC anaalysis yielded data that support the conceptual contention of the CBC and lends additional validity to our previous behavioral studies.
引用
收藏
页码:640 / 650
页数:11
相关论文
共 28 条
[2]  
Adamec RE, 1999, PHYSIOL BEHAV, V65, P723
[3]   LASTING EFFECTS ON RODENT ANXIETY OF A SINGLE EXPOSURE TO A CAT [J].
ADAMEC, RE ;
SHALLOW, T .
PHYSIOLOGY & BEHAVIOR, 1993, 54 (01) :101-109
[4]   PROTOTYPE CLASSIFICATION AND FEATURE SELECTION WITH FUZZY SETS [J].
BEZDEK, JC ;
CASTELAZ, PF .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1977, 7 (02) :87-92
[5]   Some new indexes of cluster validity [J].
Bezdek, JC ;
Pal, NR .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1998, 28 (03) :301-315
[6]   THE CHARACTERIZATION AND MODELING OF ANTIPREDATOR DEFENSIVE BEHAVIOR [J].
BLANCHARD, RJ ;
BLANCHARD, DC ;
RODGERS, J ;
WEISS, SM .
NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS, 1990, 14 (04) :463-472
[7]   ATTENUATION OF ANTIPREDATOR DEFENSIVE BEHAVIOR IN RATS FOLLOWING CHRONIC TREATMENT WITH IMIPRAMINE [J].
BLANCHARD, RJ ;
SHEPHERD, JK ;
RODGERS, RJ ;
MAGEE, L ;
BLANCHARD, DC .
PSYCHOPHARMACOLOGY, 1993, 110 (1-2) :245-253
[8]  
BRESLAU N, 1991, ARCH GEN PSYCHIAT, V48, P216
[9]   Trauma and posttraumatic stress disorder in the community -: The 1996 Detroit Area Survey of Trauma [J].
Breslau, N ;
Kessler, RC ;
Chilcoat, HD ;
Schultz, LR ;
Davis, GC ;
Andreski, P .
ARCHIVES OF GENERAL PSYCHIATRY, 1998, 55 (07) :626-632
[10]  
Cohen H, 1996, Depress Anxiety, V4, P144, DOI 10.1002/(SICI)1520-6394(1996)4:3<144::AID-DA8>3.0.CO