JOURNAL ARTICLE

A Naive Bayes Based Tree Classification System

Yingyu ChenXun Lu

Year: 2015 Journal:   Advances in Social Science, Education and Humanities Research/Advances in social science, education and humanities research

Abstract

This paper presents the design and implementation of an automatic classification system based on Bayes tree.Analyzed the characteristics of the tree, the system research potential issues that may affect the classification results, factors that should be considered when the trees classification modeling is proposed and then induced by these factors, and complete the characteristics of six main aspects of.This article from the high abstract point of view, the most relevant content and information classification, extraction set trees classification model, and finally implement a Bias classification model of automatic classification system based on tree Bias.This paper designs and implements the self learning function parameters in tree automatic classification system, in order to obtain the best classification results of actual data through self-study and certain adjustment of parameters.The experimental results show that the proposed method can better solve tree automatic classification problem.

Keywords:
Naive Bayes classifier Computer science Artificial intelligence Tree (set theory) Bayesian programming Decision tree Machine learning Pattern recognition (psychology) Bayes' theorem Data mining Mathematics Bayesian probability Support vector machine Bayes factor Combinatorics

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Topics

Spectroscopy and Chemometric Analyses
Physical Sciences →  Chemistry →  Analytical Chemistry
Advanced Computational Techniques and Applications
Physical Sciences →  Computer Science →  Artificial Intelligence
Water Quality Monitoring and Analysis
Physical Sciences →  Environmental Science →  Industrial and Manufacturing Engineering

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