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CLASSIFICATION
2008
73views more  CLASSIFICATION 2008»
15 years 21 days ago
Solving Non-Uniqueness in Agglomerative Hierarchical Clustering Using Multidendrograms
: In agglomerative hierarchical clustering, pair-group methods suffer from a problem of non-uniqueness when two or more distances between different clusters coincide during the ama...
Alberto Fernández, Sergio Gómez
117
Voted
KDD
2008
ACM
119views Data Mining» more  KDD 2008»
16 years 1 months ago
SAIL: summation-based incremental learning for information-theoretic clustering
Information-theoretic clustering aims to exploit information theoretic measures as the clustering criteria. A common practice on this topic is so-called INFO-K-means, which perfor...
Junjie Wu, Hui Xiong, Jian Chen
JDCTA
2008
122views more  JDCTA 2008»
15 years 17 days ago
Improved Clustering Algorithm for Change Detection in Remote Sensing
Given quantization and clustering classification of the deviations between TM and ETM+ multibandwidth images based on approved thresholds, a calibration algorithm for the correlat...
Hyung Moo Kim, Hoon Sung Kwak, Jae Soo Yoo
99
Voted
UAI
2008
15 years 2 months ago
Estimation and clustering with infinite rankings
This paper presents a natural extension of stagewise ranking to the the case of infinitely many items. We introduce the infinite generalized Mallows model (IGM), describe its prop...
Marina Meila, Le Bao
IPL
2007
95views more  IPL 2007»
15 years 15 days ago
Optimal implementations of UPGMA and other common clustering algorithms
In this work we consider hierarchical clustering algorithms, such as UPGMA, which follow the closest-pair joining scheme. We survey optimal O(n2)-time implementations of such algo...
Ilan Gronau, Shlomo Moran