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Circle: design and implementation of a classifier based on circuit minimization
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Source Symposium on Applied Computing archive
Proceedings of the 2005 ACM symposium on Applied computing table of contents
Santa Fe, New Mexico
SESSION: Data mining (DM): poster papers table of contents
Pages: 547 - 548  
Year of Publication: 2005
ISBN:1-58113-964-0
Authors
Mehmet Dalkilic  Indiana University, Bloomington, IN
Arijit Sengupta  Indiana University, Bloomington, Indiana
Sponsor
SIGAPP: ACM Special Interest Group on Applied Computing
Publisher
ACM  New York, NY, USA
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ABSTRACT

We present Circle, a classification algorithm based on the priciples of boolean function minimization. This classification process uses a recursive method to generate a set of implicants (or rules). The novelty of this algorithm is in the fact that the rules generated contain information about not only presence of features, but also their absence in determining class values. Although function minimization is inherently exponential on the number of attributes, we introduce several optimization techniques to reduce the complexity.


REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

 
1
M. Karnaugh. The map method for synthesis of combinatorial logic circuits. Trans. AIEE. pt 1, 72(9):593--599, November 1953.
 
2
E. L. McCluskey Jr. Minimization of boolean functions. Bell System Technical Journal, 35:1417--1444, April 1959.
Collaborative Colleagues:
Mehmet Dalkilic: colleagues
Arijit Sengupta: colleagues