Abstract #300538

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JSM 2003 Abstract #300538
Activity Number: 126
Type: Contributed
Date/Time: Monday, August 4, 2003 : 10:30 AM to 12:20 PM
Sponsor: IMS
Abstract - #300538
Title: Limit Theory for the Domination Number of Random Class Cover Catch Digraphs
Author(s): Pengfei Xiang*+ and John C. Wierman
Companies: Johns Hopkins University and Johns Hopkins University
Address: Dept. of Math & Science, Baltimore, MD, 21218-2608,
Keywords: class cover catch diagraph ; domination number ; Strong Law of Large Numbers ; Central Limit Theorem ; pattern classification
Abstract:

The class cover catch diagraph (CCCD) problem is motivated by its applications in pattern classification. Priebe, Marchette and Divinney have developed nonparametric classifiers based on CCCDs, and also apply CCCDs to clustering problems. For the special case of uniformly distributed data in one dimension, Priebe, Marchette, and Devinney found the exact distribution of the domination number of the data-induced CCCD, and Devinney and Wierman proved the Strong Law of Large Numbers (SLLN). We will discuss research progress toward the SLLN and the Central Limit Theorem (CLT) for general data distributions in one dimension. The long-term goal is to establish SLLN and CLT results in higher dimensions.


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