Binary trees for dissimilarity data

被引：5
作者：
Piccarreta, Raffaella [1 ]
机构：
[1] Bocconi Univ, Dept Decis Sci, I-20136 Milan, Italy
来源：
COMPUTATIONAL STATISTICS & DATA ANALYSIS | 2010年 / 54卷 / 06期
关键词：
Dissimilarity matrix; Classification and regression trees; Binary segmentation; Multivariate responses; Perception data; Ecological data; CLASSIFICATION; SIMILARITY; INDEX;
D O I：
10.1016/j.csda.2009.12.011
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
Binary segmentation procedures (in particular, classification and regression trees) are extended to study the relation between dissimilarity data and a set of explanatory variables. The proposed split criterion is very flexible, and can be applied to a wide range of data (e.g., mixed types of multiple responses, longitudinal data, sequence data). Also, it can be shown to be an extension of well-established criteria introduced in the literature on binary trees. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码：1516 / 1524
页数：9
相关论文
共 35 条
[1]   SEQUENCE-ANALYSIS - NEW METHODS FOR OLD IDEAS [J].
ABBOTT, A .
ANNUAL REVIEW OF SOCIOLOGY, 1995, 21 :93-113
[2]  
[Anonymous], 2004, Applied Longitudinal Analysis
[3]  
[Anonymous], 1994, Multidimensional Scaling
[4]  
[Anonymous], 1984, OLSHEN STONE CLASSIF, DOI 10.2307/2530946
[5]  
Borg I., 2005, Modern multidimensional scaling: theory and applications
[6]   Choosing the best similarity index when performing fuzzy set ordination on binary data [J].
Boyce, RL ;
Ellison, PC .
JOURNAL OF VEGETATION SCIENCE, 2001, 12 (05) :711-720
[7]   AN ORDINATION OF THE UPLAND FOREST COMMUNITIES OF SOUTHERN WISCONSIN [J].
BRAY, JR ;
CURTIS, JT .
ECOLOGICAL MONOGRAPHS, 1957, 27 (04) :326-349
[8]   A similarity measure to assess the stability of classification trees [J].
Briand, Benedicte ;
Ducharme, Gilles R. ;
Parache, Vanessa ;
Mercat-Rommens, Catherine .
COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2009, 53 (04) :1208-1217
[9]  
Calinski T., 1974, Communications in Statistics-theory and Methods, V3, P1, DOI [10.1080/03610927408827101, DOI 10.1080/03610927408827101]
[10]   Adaptive dissimilarity index for measuring time series proximity [J].
Chouakria, Ahlame Douzal ;
Nagabhushan, Panduranga Naidu .
ADVANCES IN DATA ANALYSIS AND CLASSIFICATION, 2007, 1 (01) :5-21
1234