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» Maximizing the Efficiency of Parallel Apriori Algorithm
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ARTCOM
2009
IEEE
13 years 8 months ago
Maximizing the Efficiency of Parallel Apriori Algorithm
In this paper we attempt to maximize the efficiency of the parallel Apriori Algorithm. The paper analyzes the performance of the algorithm over different datasets and over n proce...
Ketan Shah, Sunita Mahajan
SIGMOD
1998
ACM
93views Database» more  SIGMOD 1998»
13 years 9 months ago
Efficiently Mining Long Patterns from Databases
We present a pattern-mining algorithm that scales roughly linearly in the number of maximal patterns embedded in a database irrespective of the length of the longest pattern. In c...
Roberto J. Bayardo Jr.
ENC
2004
IEEE
13 years 8 months ago
Efficient Data Structures and Parallel Algorithms for Association Rules Discovery
Discovering patterns or frequent episodes in transactions is an important problem in data-mining for the purpose of infering deductive rules from them. Because of the huge size of...
Christophe Cérin, Gay Gay, Gaël Le Mah...
FCCM
2006
IEEE
170views VLSI» more  FCCM 2006»
13 years 8 months ago
An Architecture for Efficient Hardware Data Mining using Reconfigurable Computing Systems
The Apriori algorithm is a fundamental correlation-based data mining kernel used in a variety of fields. The innovation in this paper is a highly parallel custom architecture impl...
Zachary K. Baker, Viktor K. Prasanna
PARELEC
2006
IEEE
13 years 11 months ago
Scientific Programming for Heterogeneous Systems - Bridging the Gap between Algorithms and Applications
High performance computing in heterogeneous environments is a dynamically developing area. A number of highly efficient heterogeneous parallel algorithms have been designed over l...
Alexey L. Lastovetsky