JOURNAL OF SHANDONG UNIVERSITY(NATURAL SCIENCE) ›› 2024, Vol. 59 ›› Issue (9): 1-8.doi: 10.6040/j.issn.1671-9352.0.2022.561

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Multi-case derivational adaptation with correlated decision attributes

ZHANG Jianhua1, WEN Dandan1,2*, HE Longfei1   

  1. 1. School of Management, Zhengzhou University, Zhengzhou 450001, Henan, China;
    2. School of Logistics and E-commerce, Henan University of Animal Husbandry and Economy, Zhengzhou 450044, Henan, China
  • Published:2024-10-10

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Abstract: For the multi-decision attribute case adaptation problem, a multi-case derivational adaptation method based on decision attribute correlation is proposed. First, the application of the classifier chain approach in the case-induced adaptation problem is investigated, followed by an explanation of the essential concepts of decision attribute-dependent multi-case induced adapter chains. Second, Hellinger distance is utilized for the development of unique views on fitness cases that can be incorporated into the decision-making process. Finally, the weighted naive Bayesian algorithm is utilized as the base adapter technique to construct the adapter chain, resolve the probability distribution of the decision attribute values, and settle on the decision attribute values. Experiments show that the differentiated case view in the adaptation process makes it possible for the adapter chain to successfully link decision attributes and change how they depend on conditional attributes. The proposed method efficiently addresses multi-case derivational adaptation problem with correlated decision attributes.

Key words: decision attribute, case adaptation, multi-case derivational, differentiated view construction

CLC Number: 

  • F270
[1] KEANE M. Adaptation-guided retrieval: questioning the similarity assumption in reasoning[J]. Artificial Intelligence, 1998, 102(2):249-293.
[2] 胡成祥,张莉,黄晓玲,等. 面向属性变化的动态邻域粗糙集知识更新方法[J]. 山东大学学报(理学版), 2023, 58(7):37-51. HU Chengxiang, ZHANG Li, HUANG Xiaoling, et al. Dynamic neighborhood rough sets approaches for updating knowledge while attributes generalization[J]. Journal of Shandong University(Natural Science), 2023, 58(7):37-51.
[3] 张建华. 知识管理自学习案例多案例诱导型适配机制[J]. 系统管理学报, 2014, 23(6):845-853. ZHANG Jianhua. Muti-case devivational adaptation mechanism of KML-case for knowledge management[J]. Journal of Systems & Management, 2014, 23(6):845-853.
[4] QI Jin, HU Jie, PENG Yinghong. Incorporating adaptability-related knowledge into support vector machine for case-based design adaptation[J]. Engineering Applications of Artificial Intelligence, 2015, 37(6):170-180.
[5] HU Jie, QI Jin, PENG Yinghong. New CBR adaptation method combining with problem-solution relational analysis for mechanical design[J]. Computers in Industry, 2015, 66(6):41-51.
[6] SARAIVA R, PERKUSICH M, SILVA L, et al. Early diagnosis of gastrointestinal cancer by using case-based and rule-based reasoning[J]. Expert Systems with Applications, 2016, 61(11):192-202.
[7] KOLODNER J. Case-based reasoning[M]. San Mateo, CA: Morgan Kaufmann, 1993.
[8] 张建华,叶建文,李方方. 隐性知识外显案例之多案例诱导型适配研究[J]. 情报理论与实践, 2020, 43(1):98-103. ZHANG Jianhua, YE Jianwen, LI Fangfang. Research on multi-case derivational adaptation of tacit knowledge explicit cases[J]. Information Studies: Theory & Application, 2020, 43(1):98-103.
[9] 郑晶,王应明,陈圣群. 应急决策中基于问题与解关系的案例调整方法[J].浙江大学学报(理学版), 2016, 43(5):560-566. ZHENG Jing, WANG Yingming, CHEN Shengqun. A case adaptation method based on problem-solution relation for emergency decision making[J]. Journal of Zhejiang University(Science Edition), 2016, 43(5):560-566.
[10] 张恺,王应明. 考虑多角度效用的应急案例调整方法[J]. 浙江大学学报(理学版), 2017, 44(3):314-321. ZHANG Kai, WANG Yingming. Emergency alternative adaptation method with considering multi-angle utility[J]. Journal of Zhejiang University(Science Edition), 2017, 44(3):314-321.
[11] 郑晶,王应明,张恺. 基于应急决策视角的案例检索及属性权重确定方法[J]. 山东大学学报(理学版), 2017, 52(1):56-64. ZHENG Jing, WANG Yingming, ZHANG Kai. The method of case retrieval with determining case attribute weights based on emergency decision perspective[J]. Journal of Shandong University(Natural Science), 2017, 52(1):56-64.
[12] 唐晓波,谭明亮,胡潇然,等. 面向金融决策支持的知识获取研究综述[J]. 信息资源管理学报, 2020, 10(3):27-35. TANG Xiaobo, TAN Mingliang, HU Xiaoran, et al. A review of financial decision-making support-oriented knowledge acquisition[J]. Journal of Information Resources Management, 2020, 10(3):27-35.
[13] 张恺,王应明. 不确定信息下的应急方案调整方法[J]. 中国安全科学学报, 2016, 26(10): 169-174. ZHANG Kai, WANG Yingming. Method for adjusting emergency response alternative under uncertain information condition[J]. China Safety Science Journal, 2016, 26(10):169-174.
[14] 韩菁,叶顺心,柴建,等. 基于后悔理论的混合型多属性案例决策方法[J]. 中国管理科学, 2016, 24(12):108-116. HAN Jing, YE Shunxin, CHAI Jian, et al. Case-based decision analysis method based on regret theory for hybrid multiple attributes decision making[J]. Chinese Journal of Management Science, 2016, 24(12):108-116.
[15] READ J, BERNHARD P, GEOFF H, et al. Classifier chains for multi-label classification[J]. MACH Learn, 2011, 85(3):333-359.
[16] DEMBCZYNSKI K, CHENG W, HÜLLERMEIER E. Bayes optimal multilabel classification via probabilistic classifier chains[C] //Proceedings of the 27th International Conference on Machine Learning. Haifa: ICML, 2010.
[17] 季一木,许正阳,刘尚东,等. 基于多决策模型的百科词条质量评价方法研究: 以百度百科为例[J]. 信息资源管理学报, 2021, 11(5):38-48,59. JI Yimu, XU Zhengyang, LIU Shangdong, et al. Research on evaluation of article quality in internet encyclopedia based on multi-decision model: case study of Baidu encyclopedia[J]. Journal of Information Resources Management, 2021, 11(5):38-48, 59.
[18] 赵海霞,李赟,石洪波. 基于高维数据的加权朴素贝叶斯算法研究[J]. 统计与决策, 2020, 36(8):5-9. ZHAO Haixia, LI Yun, SHI Hongbo. Research on weighted naive Bayes algorithm based on high-dimensional data[J]. Statistics & Decision, 2020, 36(8):5-9.
[19] ZHANG Huan, JIANG Liangxiao. Fine tuning attribute weighted naive Bayes[J]. Neuro Computing, 2022, 488(3):402-411.
[20] 赵亮,刘建辉,王星. 基于Hellinger距离的混合数据集中分类变量相似度分析[J]. 计算机科学, 2016, 43(6):280-282,307. ZHAO Liang, LIU Jianhui, WANG Xing. Hellinger distance based similarity analysis for categorical variables in mixture dataset[J]. Computer Science, 2016, 43(6):280-282, 307.
[21] LEE C H, SHIN D G. Using hellinger distance in a nearest neighbor classifier for relational databases[J]. Knowledge-based Systems, 1999, 12(7):363-370.
[22] VARANDO G, BIELZA C, LARRAÑAGA P. Decision functions for chain classifiers based on Bayesian networks for multi-label classification[J]. International Journal of Approximate Reasoning, 2016, 68(6):164-178.
[23] WANG Ran, YE Suhe, LI Ke, et al. Bayesian network based label correlation analysis for multi-label classifier chain[J]. Information Sciences, 2021, 554(11):256-275.
[24] 宁可,孙同晶,赵浩强. 基于属性关联的朴素贝叶斯分类算法[J]. 计算机工程, 2018, 44(6):18-23. NING Ke, SUN Tongjing, ZHAO Haoqiang. Naive Bayesian classification algorithm based on attribute association[J]. Computer Engineering, 2018, 44(6):18-23.
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