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» Embedding Heterogeneous Data Using Statistical Models
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116
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SIGMOD
2001
ACM
104views Database» more  SIGMOD 2001»
16 years 3 months ago
Independence is Good: Dependency-Based Histogram Synopses for High-Dimensional Data
Approximating the joint data distribution of a multi-dimensional data set through a compact and accurate histogram synopsis is a fundamental problem arising in numerous practical ...
Amol Deshpande, Minos N. Garofalakis, Rajeev Rasto...
108
Voted
KDD
1998
ACM
120views Data Mining» more  KDD 1998»
15 years 7 months ago
Large Datasets Lead to Overly Complex Models: An Explanation and a Solution
This paper explores unexpected results that lie at the intersection of two common themes in the KDD community: large datasets and the goal of building compact models. Experiments ...
Tim Oates, David Jensen
145
Voted
ATS
2010
IEEE
239views Hardware» more  ATS 2010»
14 years 10 months ago
Efficient Simulation of Structural Faults for the Reliability Evaluation at System-Level
In recent technology nodes, reliability is considered a part of the standard design flow at all levels of embedded system design. While techniques that use only low-level models at...
Michael A. Kochte, Christian G. Zoellin, Rafal Bar...
128
Voted
TITB
2008
199views more  TITB 2008»
15 years 3 months ago
A 3-D Active Shape Model Driven by Fuzzy Inference: Application to Cardiac CT and MR
Abstract--Manual quantitative analysis of cardiac left ventricular function using Multislice CT and MR is arduous because of the large data volume. In this paper, we present a 3-D ...
Hans C. van Assen, Mikhail G. Danilouchkine, M. S....
135
Voted
PRL
2006
117views more  PRL 2006»
15 years 3 months ago
Feature selection in robust clustering based on Laplace mixture
A wrapped feature selection process is proposed in the context of robust clustering based on Laplace mixture models. The clustering approach we consider is a generalization of the...
Aurélien Cord, Christophe Ambroise, Jean Pi...