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NIPS
2008
13 years 5 months ago
Fast Prediction on a Tree
Given an n-vertex weighted tree with structural diameter S and a subset of m vertices, we present a technique to compute a corresponding m
Mark Herbster, Massimiliano Pontil, Sergio Rojas G...
SDM
2010
SIAM
192views Data Mining» more  SDM 2010»
13 years 5 months ago
Fast and Accurate Gene Prediction by Decision Tree Classification
Gene prediction is one of the most challenging tasks in genome analysis, for which many tools have been developed and are still evolving. In this paper, we present a novel gene pr...
Rong She, Jeffrey Shih-Chieh Chu, Ke Wang, Nanshen...
ICDE
2000
IEEE
130views Database» more  ICDE 2000»
14 years 5 months ago
CMP: A Fast Decision Tree Classifier Using Multivariate Predictions
Most decision tree classifiers are designed to keep class histograms for single attributes, and to select a particular attribute for the next split using said histograms. In this ...
Haixun Wang, Carlo Zaniolo
ICDM
2009
IEEE
146views Data Mining» more  ICDM 2009»
13 years 11 months ago
Induction of Mean Output Prediction Trees from Continuous Temporal Meteorological Data
: In this paper, we present a novel method for fast data-driven construction of regression trees from temporal datasets including continuous data streams. The proposed Mean Output ...
Dima Alberg, Mark Last, Roni Neuman, Avi Sharon
KDD
1997
ACM
103views Data Mining» more  KDD 1997»
13 years 8 months ago
Fast Committee Machines for Regression and Classification
In many data mining applications we are given a set of training examples and asked to construct a regression machine or a classifier that has low prediction error or low error rat...
Harris Drucker