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ICALP
1992
Springer
15 years 10 months ago
On Nearest-Neighbor Graphs
The "nearest neighbor" relation, or more generally the "k nearest neighbors" relation, defined for a set of points in a metric space, has found many uses in co...
Mike Paterson, F. Frances Yao
CPM
2006
Springer
140views Combinatorics» more  CPM 2006»
15 years 10 months ago
Identifying Co-referential Names Across Large Corpora
A single logical entity can be referred to by several different names over a large text corpus. We present our algorithm for finding all suchco-reference sets in a large corpus. Ou...
Levon Lloyd, Andrew Mehler, Steven Skiena
CLA
2007
15 years 8 months ago
Inducing Decision Trees via Concept Lattices
The paper presents a new method of decision tree induction based on formal concept analysis (FCA). The decision tree is derived using a concept lattice, i.e. a hierarchy of cluster...
Radim Belohlávek, Bernard De Baets, Jan Out...
NIPS
2008
15 years 8 months ago
Kernel Measures of Independence for non-iid Data
Many machine learning algorithms can be formulated in the framework of statistical independence such as the Hilbert Schmidt Independence Criterion. In this paper, we extend this c...
Xinhua Zhang, Le Song, Arthur Gretton, Alex J. Smo...
ACSW
2004
15 years 8 months ago
Visualisation and Comparison of Image Collections based on Self-organised Maps
Self-organised maps (SOM) have been widely used for cluster analysis and visualisation purposes in exploratory data mining. In image retrieval applications, SOMs have been used to...
Da Deng, Jianhua Zhang, Martin K. Purvis