Sciweavers

116 search results - page 1 / 24
» CLOUDS: A Decision Tree Classifier for Large Datasets
Sort
View
KDD
1998
ACM
103views Data Mining» more  KDD 1998»
13 years 9 months ago
CLOUDS: A Decision Tree Classifier for Large Datasets
Khaled Alsabti, Sanjay Ranka, Vineet Singh
VLDB
1998
ACM
95views Database» more  VLDB 1998»
13 years 9 months ago
RainForest - A Framework for Fast Decision Tree Construction of Large Datasets
Classification of large datasets is an important data mining problem. Many classification algorithms have been proposed in the literature, but studies have shown that so far no al...
Johannes Gehrke, Raghu Ramakrishnan, Venkatesh Gan...
IPPS
1998
IEEE
13 years 9 months ago
ScalParC: A New Scalable and Efficient Parallel Classification Algorithm for Mining Large Datasets
In this paper, we present ScalParC (Scalable Parallel Classifier), a new parallel formulation of a decision tree based classification process. Like other state-of-the-art decision...
Mahesh V. Joshi, George Karypis, Vipin Kumar
IPPS
1999
IEEE
13 years 9 months ago
Parallel Out-of-Core Divide-and-Conquer Techniques with Application to Classification Trees
Classification is an important problem in the field of data mining. Construction of good classifiers is computationally intensive and offers plenty of scope for parallelization. D...
Mahesh K. Sreenivas, Khaled Alsabti, Sanjay Ranka
JMLR
2010
170views more  JMLR 2010»
13 years 3 months ago
A Streaming Parallel Decision Tree Algorithm
A new algorithm for building decision tree classifiers is proposed. The algorithm is executed in a distributed environment and is especially designed for classifying large datase...
Yael Ben-Haim, Elad Tom-Tov