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» Adaptable Similarity Search Using Vector Quantization
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GFKL
2005
Springer
142views Data Mining» more  GFKL 2005»
15 years 3 months ago
Near Similarity Search and Plagiarism Analysis
Abstract. Existing methods to text plagiarism analysis mainly base on “chunking”, a process of grouping a text into meaningful units each of which gets encoded by an integer nu...
Benno Stein, Sven Meyer zu Eissen
110
Voted
SSDBM
2010
IEEE
188views Database» more  SSDBM 2010»
15 years 2 months ago
Similarity Estimation Using Bayes Ensembles
Similarity search and data mining often rely on distance or similarity functions in order to provide meaningful results and semantically meaningful patterns. However, standard dist...
Tobias Emrich, Franz Graf, Hans-Peter Kriegel, Mat...
DEXAW
1999
IEEE
152views Database» more  DEXAW 1999»
15 years 2 months ago
Advanced Metrics for Class-Driven Similarity Search
This paper presents two metrics for the Nearest Neighbor Classifier that share the property of being adapted, i.e. learned, on a set of data. Both metrics can be used for similari...
Paolo Avesani, Enrico Blanzieri, Francesco Ricci
NN
2002
Springer
14 years 9 months ago
Self-organizing maps with recursive neighborhood adaptation
Self-organizing maps (SOMs) are widely used in several fields of application, from neurobiology to multivariate data analysis. In that context, this paper presents variants of the...
John Aldo Lee, Michel Verleysen
SSDBM
2009
IEEE
192views Database» more  SSDBM 2009»
15 years 4 months ago
MLR-Index: An Index Structure for Fast and Scalable Similarity Search in High Dimensions
High-dimensional indexing has been very popularly used for performing similarity search over various data types such as multimedia (audio/image/video) databases, document collectio...
Rahul Malik, Sangkyum Kim, Xin Jin, Chandrasekar R...