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111
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ML
2006
ACM
163views Machine Learning» more  ML 2006»
15 years 16 days ago
Extremely randomized trees
Abstract This paper proposes a new tree-based ensemble method for supervised classification and regression problems. It essentially consists of randomizing strongly both attribute ...
Pierre Geurts, Damien Ernst, Louis Wehenkel
116
Voted
SIGIR
2002
ACM
15 years 7 days ago
Collaborative filtering with privacy via factor analysis
Collaborative filtering (CF) is valuable in e-commerce, and for direct recommendations for music, movies, news etc. But today's systems have several disadvantages, including ...
John F. Canny
112
Voted
SIGGRAPH
1999
ACM
15 years 4 months ago
Direct Illumination with Lazy Visibility Evaluation
In this paper we present a technique for computing the direct lighting in a three-dimensional scene containing area light sources. Our method correctly handles partial visibility ...
David Hart, Philip Dutré, Donald P. Greenbe...
94
Voted
VISUALIZATION
2002
IEEE
15 years 5 months ago
A Radial Focus+Context Visualization for Multi-Dimensional Functions
The analysis of multidimensional functions is important in many engineering disciplines, and poses a major problem as the number of dimensions increases. Previous visualization ap...
Sanjini Jayaraman, Chris North
CSDA
2008
128views more  CSDA 2008»
15 years 20 days ago
Classification tree analysis using TARGET
Tree models are valuable tools for predictive modeling and data mining. Traditional tree-growing methodologies such as CART are known to suffer from problems including greediness,...
J. Brian Gray, Guangzhe Fan