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arXiv 1406.4472cs.AIcs.LGstat.ML
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关于DAG结构分类的层次集成方法的注记

Notes on hierarchical ensemble methods for DAG-structured taxonomies

Università degli Studi di Milano(米兰大学)

Giorgio Valentini

摘要:

从文本分类到计算生物学的几个实际问题的特点是分层多标签分类任务。文献中提出的大多数方法都集中在树结构的分类,但只有少数的分类结构,根据有向无环图(DAG)。在这篇文章中,介绍了用于达格结构分类法的新型分类集成算法。特别是层次化的自顶向下(HTD-DAG)和真正的路径规则(TPR-DAG)的DAG提出和讨论。

英文摘要:

Several real problems ranging from text classification to computational biology are characterized by hierarchical multi-label classification tasks. Most of the methods presented in literature focused on tree-structured taxonomies, but only few on taxonomies structured according to a Directed Acyclic Graph (DAG). In this contribution novel classification ensemble algorithms for DAG-structured taxonomies are introduced. In particular Hierarchical Top-Down (HTD-DAG) and True Path Rule (TPR-DAG) for DAGs are presented and discussed.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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