可拓逻辑和可拓思维对决策树算法的分析与优化

doi:10.12052/gdutxb.180154

Abstract

Abstract: To analyse the logical feasibility of Decision Trees algorithm in theory, the choice of the note, the extraction of rules and the prediction in decision tree are studied from a novel perspective with extension logic and extension thinking modes. By analysing the processes of note-choice and rule-building in decision tree based on the principles of rhombus thought and element transformation, and evaluating the prediction of decision tree based on element divergence in Extenics, it's found that the logic of decision tree conforms to the concept of Extenics which is used to solve contradictory problems. Besides, an evaluation system for the classification result of decision tree is built based on the Extenics theory.

Key words: extension logic, extension thinking mode, decision trees, contradictory problems

CLC Number:

TP181

Zhu Hong-yang, Ding Yi, Chai Hua-jin, Li Sheng. Analysis and Improvement of Decision Trees with Extension Logic and Extension Thinking Mode[J].Journal of Guangdong University of Technology, 2019, 36(02): 31-36.

References 16

[1] 拉维·莱美, 阿卡里氏·阿帕德, 尼噶. 人类行为解释与转换系统的多通道进化框架研究[J]. 广东工业大学学报, 2016, 33(2):5-14 RAVI LIMAYE, AKHILESH UPADHYAY, NIGAM S R. Evolving multimodal frameworks for human behavior interpretation and transformation system[J]. Journal of Guangdong University of Technology, 2016, 33(2):5-14
[2] 罗良维, 杨春燕. 基于基因可拓模块化设计的陶瓷物流包装设计研究[J]. 广东工业大学学报, 2015, 32(2):11-16 LUO L W, YANG C Y. Study on ceramic logistics packaging design based on gene extension modular design[J]. Journal of Guangdong University of Technology, 2015, 32(2):11-16
[3] 朱弘扬, 高红, 刘巍, 等. 可拓AdaBoost算法对预测结果的改进[J]. 辽宁工程技术大学学报(自然科学版), 2016, 35(9):993-997 ZHU H Y, GAO H, LIU W, et al. Extenics AdaBoost for modifying the prediction of classification algorithm[J]. Journal of Liaoning Technical University (Natural Science), 2016, 35(9):993-997
[4] MASZCZYK T, DUCH W. Comparison of Shannon, Renyi and Tsallis entropy used in decision trees[C]//International Conference on Artificial Intelligence and Soft Computing.[s.n.]:Springer, 2008:643-651.
[5] HAYKIN S. Neural networks and learning machines[M]. Beijing:China Machine Press, 2009:1-7.
[6] 余志伟, 李兴森. 基元库构建模型及其应用研究[J]. 广东工业大学学报, 2015, 32(3):5-9 YU Z W, LI X S. Modeling of basic-element and its application[J]. Journal of Guangdong University of Technology, 2015, 32(3):5-9
[7] 杨春燕, 蔡文. 可拓学[M]. 北京:科学出版社, 2014.
[8] 郭强, 邹广天. 基于决策树分类的可拓建筑策划预测方法[J]. 智能系统学报, 2017, 12(1):117-123 GUO Q, ZOU G T. Prediction methods for extension architecture programming based on decision tree classification[J]. CAAI Transactions on Intelligent Systems, 2017, 12(1):117-123
[9] 陈晓华, 刘大莲, 田英杰, 等. 可拓支持向量分类机[J]. 智能系统学报, 2018(1):147-151 CHEN X H, LIU D L, TIAN Y J, et al. Extension support vector classification machine[J]. CAAI Transactions on Intelligent Systems, 2018(1):147-151
[10] 郭韧, 李红, 陈福集. 基于可拓聚类的网络舆情演化预测研究[J]. 情报理论与实践, 2017(1):83-87
[11] DING Y, GAO H, LIU W. A personalized recommendation algorithm based on Extenics[C]//The International Symposium on Extenics and Innovation Methods. Beijing:CAAI, 2013.
[12] 杨春燕, 蔡文. 基于可拓学的创意生成与生产研究[J]. 广东工业大学学报, 2016, 33(1):12-16 YANG C Y, CAI W. Generating creative ideas for production based on Extenics[J]. Journal of Guangdong University of Technology, 2016, 33(1):12-16
[13] 弗罗仁汀·司马仁达齐. 可拓逻辑与中智逻辑的内在关联初探[J]. 广东工业大学学报, 2014, 31(4):1-5 FLORENTIN S. Connections between extension logic and refined neutrosophic logic[J]. Journal of Guangdong University of Technology, 2014, 31(4):1-5
[14] 王丰, 顾佼佼, 孙江, 等. 传导过程元与过程元可拓集及其工程应用[J]. 广东工业大学学报, 2018, 35(5):1-4 WANG F, GU J J, SUN J, et al. Transmission process element and process element Extension set and its engineering application[J]. Journal of Guangdong University of Technology, 2018, 35(5):1-4
[15] 范锐, 颜思伟, 彭中煌, 等. 可拓策略生成软件架构及其应用研究[J]. 广东工业大学学报, 2017, 34(2):1-5 FAN R, YAN S W, PENG Z H, et al. A research on software architecture and its application for ESGS[J]. Journal of Guangdong University of Technology, 2017, 34(2):1-5
[16] 鄞汉藩, 周彦, 韩丽平, 等. 特征分析与可拓创新四步法在发明专利法律保护中的运用[J]. 广东工业大学学报, 2017, 34(2):12-16 YIN H F, ZHOU Y, HAN L P, et al. Feature analysis and application of the four-step Extenics innovation method in patent law protection of the inventions[J]. Journal of Guangdong University of Technology, 2017, 34(2):12-16

Metrics

Viewed

Full text

Abstract

Cited

Shared

Discussed

Comments

Recommended 0

No Suggested Reading articles found!

Analysis and Improvement of Decision Trees with Extension Logic and Extension Thinking Mode

HTML

PDF (PC)

Abstract

Cite this article

share this article

References 16

Related Articles 3

Metrics

Comments

Recommended 0

[1]	Liu Wei, Li Tong-yang, Gao Hong. A Lean Improvement Research Based on Conjugate Pair Analysis Method [J]. Journal of Guangdong University of Technology, 2019, 36(02): 1-8.
[2]	Zhao Rui. Classification and Causes of Conductive Contradictions of Complex Contradictory Problems [J]. Journal of Guangdong University of Technology, 2017, 34(04): 12-16.
[3]	Florentin Smarandache. Connections Between Extension Logic and Refined Neutrosophic Logic [J]. Journal of Guangdong University of Technology, 2014, 31(4): 1-5.