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» The Notion of Similarity in Data and Pattern Spaces
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ICDE
2005
IEEE
180views Database» more  ICDE 2005»
16 years 1 months ago
A Unified Framework for Monitoring Data Streams in Real Time
Online monitoring of data streams poses a challenge in many data-centric applications, such as telecommunications networks, traffic management, trend-related analysis, webclick st...
Ahmet Bulut, Ambuj K. Singh
KDD
2009
ACM
229views Data Mining» more  KDD 2009»
16 years 6 days ago
An association analysis approach to biclustering
The discovery of biclusters, which denote groups of items that show coherent values across a subset of all the transactions in a data set, is an important type of analysis perform...
Gaurav Pandey, Gowtham Atluri, Michael Steinbach, ...
128
Voted
ICAPR
2009
Springer
15 years 6 months ago
Hierarchical Local Maps for Robust Approximate Nearest Neighbor Computation
In this paper, we propose a novel method for fast nearest neighbors retrieval in non-Euclidean and non-metric spaces. We organize the data into a hierarchical fashion that preserv...
Pratyush Bhatt, Anoop M. Namboodiri
81
Voted
TACAS
2009
Springer
106views Algorithms» more  TACAS 2009»
15 years 6 months ago
Hierarchical Set Decision Diagrams and Regular Models
Abstract. This paper presents algorithms and data structures that exploit a compositional and hierarchical specification to enable more efficient symbolic modelchecking. We encod...
Yann Thierry-Mieg, Denis Poitrenaud, Alexandre Ham...
ICML
2002
IEEE
16 years 14 days ago
Learning the Kernel Matrix with Semi-Definite Programming
Kernel-based learning algorithms work by embedding the data into a Euclidean space, and then searching for linear relations among the embedded data points. The embedding is perfor...
Gert R. G. Lanckriet, Nello Cristianini, Peter L. ...