Sciweavers

3047 search results - page 203 / 610
» Randomized Parallel Selection
Sort
View
ICDE
2006
IEEE
144views Database» more  ICDE 2006»
16 years 15 days ago
Materialized Sample Views for Database Approximation
We consider the problem of creating a sample view of a database table. A sample view is an indexed, materialized view that permits efficient sampling from an arbitrary range query...
Shantanu Joshi, Chris Jermaine
ICML
2003
IEEE
15 years 12 months ago
Semi-Supervised Learning Using Gaussian Fields and Harmonic Functions
An approach to semi-supervised learning is proposed that is based on a Gaussian random field model. Labeled and unlabeled data are represented as vertices in a weighted graph, wit...
Xiaojin Zhu, Zoubin Ghahramani, John D. Lafferty
82
Voted
ICECCS
2002
IEEE
85views Hardware» more  ICECCS 2002»
15 years 4 months ago
Fault Detection Effectiveness of Spathic Test Data
This paper presents an approach for generating test data for unit-level, and possibly integration-level, testing based on sampling over intervals of the input probability distribu...
Jane Huffman Hayes, Pifu Zhang
ICMLA
2008
15 years 17 days ago
Decision Tree Ensemble: Small Heterogeneous Is Better Than Large Homogeneous
Using decision trees that split on randomly selected attributes is one way to increase the diversity within an ensemble of decision trees. Another approach increases diversity by ...
Michael Gashler, Christophe G. Giraud-Carrier, Ton...
IJCAI
2007
15 years 17 days ago
Computation of Initial Modes for K-modes Clustering Algorithm Using Evidence Accumulation
Clustering accuracy of partitional clustering algorithm for categorical data primarily depends upon the choice of initial data points (modes) to instigate the clustering process. ...
Shehroz S. Khan, Shri Kant