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Application of Human Cognitive Mechanisms to Naïve Bayes Text Classifier.

Authors :
Hidetaka Taniguchi
Hiroshi Sato
Tomohiro Shirakawa
Source :
AIP Conference Proceedings. 2017, Vol. 1863 Issue 1, p1-9. 9p. 2 Charts, 3 Graphs.
Publication Year :
2017

Abstract

Machine learning is a widely researched topic, and its use is rapidly becoming widespread. In most cases, however, machine learning algorithms require considerable time and large quantities of sample data, and its implementation requires much effort. In contrast, human scan generalize concepts from only a small number of examples. Some researchers are attempting to implement this ability into machine learning models. In this paper, we develop two machine learning models based on human cognitive biases, thereby achieving better performance in comparison with other representative machine learning models. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
1863
Issue :
1
Database :
Academic Search Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
124340320
Full Text :
https://doi.org/10.1063/1.4992545