Analysis of Classification Algorithm on Hypergraph
نویسندگان
چکیده
منابع مشابه
Analysis of Classification Algorithm on Hypergraph
Classification learning problem on hypergraph is an extension of multi-label classification problem on normal graph, which divides vertices on hypergraph into several classes. In this paper, we focus on the semi-supervised learning framework, and give theoretic analysis for spectral based hypergraph vertex classification semi-supervised learning algorithm. The generalization bound for such algo...
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The classification problem for imbalance data is paid more attention to. So far, many significant methods are proposed and applied to many fields. But more efficient methods are needed still. Hypergraph may not be powerful enough to deal with the data in boundary region, although it is an efficient tool to knowledge discovery. In this paper, the neighborhood hypergraph is presented, combining r...
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Binary classification is one of the most common problem in machine learning. It consists in predicting whether a given element is of a particular class. In this paper, a new algorithm for binary classification is proposed using a hypergraph representation. Each element to be classified is partitioned according to its interactions with the training set. For each class, the total support is calcu...
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ژورنال
عنوان ژورنال: The Open Cybernetics and Systemics Journal
سال: 2014
ISSN: 1874-110X
DOI: 10.2174/1874110x01408010122