arXiv Open Access 2014

Text Classification Using Association Rules, Dependency Pruning and Hyperonymization

Yannis Haralambous Philippe Lenca

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Abstrak

We present new methods for pruning and enhancing item- sets for text classification via association rule mining. Pruning methods are based on dependency syntax and enhancing methods are based on replacing words by their hyperonyms of various orders. We discuss the impact of these methods, compared to pruning based on tfidf rank of words.

Topik & Kata Kunci

cs.IR cs.CL

Penulis (2)

Yannis Haralambous

Philippe Lenca

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Haralambous, Y., Lenca, P. (2014). Text Classification Using Association Rules, Dependency Pruning and Hyperonymization. https://arxiv.org/abs/1407.7357

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Informasi Jurnal

Tahun Terbit: 2014
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓