Implementation of Human Cognitive Bias on Naïve Bayes
Journal Title: EAI Endorsed Transactions on Creative Technologies - Year 2016, Vol 3, Issue 7
Abstract
We propose a human-cognition inspired classification model based on Naïve Bayes. Our previous study showed that human-cognitively inspired heuristics is able to enhance the prediction accuracy of text classifier based on Naïve Bayes. In the study, our classification model showed higher performance than conventional Naïve Bayes under specific conditions. In this paper, to investigate the mechanism that realizes the higher performance of classification, we further tested our model and its modified variant. As a result, our two models showed slightly different behaviors, but both of them achieved higher performance than conventional Naïve Bayes.
Authors and Affiliations
Hidetaka Taniguchi, Tomohiro Shirakawa, Tatsuji Takahashi
Keywords
Related Articles
- EP ID EP45850
- DOI http://dx.doi.org/10.4108/eai.3-12-2015.2262494
- Views 269
- Downloads 0
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