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» Generating Synthetic Data to Match Data Mining Patterns
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BMCBI
2008
115views more  BMCBI 2008»
15 years 18 hour ago
Genome-scale cluster analysis of replicated microarrays using shrinkage correlation coefficient
Background: Currently, clustering with some form of correlation coefficient as the gene similarity metric has become a popular method for profiling genomic data. The Pearson corre...
Jianchao Yao, Chunqi Chang, Mari L. Salmi, Yeung S...
KDD
2003
ACM
191views Data Mining» more  KDD 2003»
16 years 9 days ago
Assessment and pruning of hierarchical model based clustering
The goal of clustering is to identify distinct groups in a dataset. The basic idea of model-based clustering is to approximate the data density by a mixture model, typically a mix...
Jeremy Tantrum, Alejandro Murua, Werner Stuetzle
WSDM
2012
ACM
290views Data Mining» more  WSDM 2012»
13 years 7 months ago
Online selection of diverse results
The phenomenal growth in the volume of easily accessible information via various web-based services has made it essential for service providers to provide users with personalized ...
Debmalya Panigrahi, Atish Das Sarma, Gagan Aggarwa...
FM
2011
Springer
357views Formal Methods» more  FM 2011»
14 years 3 months ago
TraceContract: A Scala DSL for Trace Analysis
Abstract. In this paper we describe TRACECONTRACT, an API for trace analysis, implemented in the SCALA programming language. We argue that for certain forms of trace analysis the b...
Howard Barringer, Klaus Havelund
KDD
2008
ACM
174views Data Mining» more  KDD 2008»
16 years 9 days ago
Effective label acquisition for collective classification
Information diffusion, viral marketing, and collective classification all attempt to model and exploit the relationships in a network to make inferences about the labels of nodes....
Mustafa Bilgic, Lise Getoor