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Enhancing naive bayes with various smoothing methods for short text classification

หน่วยงาน Nanyang Technological University, Singapore

รายละเอียด

ชื่อเรื่อง : Enhancing naive bayes with various smoothing methods for short text classification
นักวิจัย : Yuan, Quan , Cong, Gao , Thalmann, Nadia Magnenat
คำค้น : DRNTU::Engineering::Computer science and engineering.
หน่วยงาน : Nanyang Technological University, Singapore
ผู้ร่วมงาน : -
ปีพิมพ์ : 2555
อ้างอิง : Yuan, Q., Cong, G., & Thalmann, N. M. (2012). Enhancing naive bayes with various smoothing methods for short text classification. Proceedings of the 21st international conference companion on World Wide Web - WWW '12 Companion, 645-646. , http://hdl.handle.net/10220/11705 , http://dx.doi.org/10.1145/2187980.2188169
ที่มา : -
ความเชี่ยวชาญ : -
ความสัมพันธ์ : -
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

Partly due to the proliferance of microblog, short texts are becoming prominent. A huge number of short texts are generated every day, which calls for a method that can efficiently accommodate new data to incrementally adjust classification models. Naive Bayes meets such a need. We apply several smoothing models to Naive Bayes for question topic classification, as an example of short text classification, and study their performance. The experimental results on a large real question data show that the smoothing methods are able to significantly improve the question classification performance of Naive Bayes. We also study the effect of training data size, and question length on performance.

บรรณานุกรม :
Yuan, Quan , Cong, Gao , Thalmann, Nadia Magnenat . (2555). Enhancing naive bayes with various smoothing methods for short text classification.
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Yuan, Quan , Cong, Gao , Thalmann, Nadia Magnenat . 2555. "Enhancing naive bayes with various smoothing methods for short text classification".
    กรุงเทพมหานคร : Nanyang Technological University, Singapore.
Yuan, Quan , Cong, Gao , Thalmann, Nadia Magnenat . "Enhancing naive bayes with various smoothing methods for short text classification."
    กรุงเทพมหานคร : Nanyang Technological University, Singapore, 2555. Print.
Yuan, Quan , Cong, Gao , Thalmann, Nadia Magnenat . Enhancing naive bayes with various smoothing methods for short text classification. กรุงเทพมหานคร : Nanyang Technological University, Singapore; 2555.