[1]王洪利.一种人工情绪模型及其电商计算实验应用[J].智能系统学报,2019,14(3):508-517.[doi:10.11992/tis.201712021]
WANG Hongli.An artificial emotion model and its application in the computation experiment of e-commerce[J].CAAI Transactions on Intelligent Systems,2019,14(3):508-517.[doi:10.11992/tis.201712021]
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WANG Hongli.An artificial emotion model and its application in the computation experiment of e-commerce[J].CAAI Transactions on Intelligent Systems,2019,14(3):508-517.[doi:10.11992/tis.201712021]
一种人工情绪模型及其电商计算实验应用
《智能系统学报》[ISSN 1673-4785/CN 23-1538/TP] 卷:
14
期数:
2019年第3期
页码:
508-517
栏目:
学术论文—机器感知与模式识别
出版日期:
2019-05-05
- Title:
- An artificial emotion model and its application in the computation experiment of e-commerce
- Keywords:
- electronic commerce; computation experiment; artificial emotional model; external stimulation; emotional intensity; driving force; simulation analysis; complex artificial system
- 分类号:
- TP18;F724.6
- 摘要:
- 针对电子商务顾客购物人工系统的计算实验研究，提出一种基于状态类比假说的人工情绪模型，给出了情绪的产生、增强、衰落和消失过程的描述方法，研究了外部刺激、情感强度和内部驱动力的计算方法，并进行了模拟分析。基于此人工情绪模型，构建了电商顾客购物的情绪-行为影响关系模型；将其应用于电商顾客购物的计算实验分析。结果表明，该人工情绪模型能较好地应用于电商复杂人工系统顾客购物的计算实验。
- Abstract:
- From the viewpoint of the calculation experiments of the artificial system in the electronic commerce (e-commerce), this study aims to propose an artificial emotion model based on state analogy hypothesis, which describes the generation, enhancement, fading, and vanishing process method of emotion. It studies the calculation method of external stimulation, emotional intensity, and internal driving force; simulates and analyzes the model; and, constructs the model of emotional behavior relationship of e-commerce customer shopping based on this artificial emotion model. The model is applied to the computational and experimental analysis of customers shopping in e-commerce. The results show that this model can be applied to computational experiments of customer shopping in complex artificial system of e-commerce.
- 参考文献/References:
-
[1] RUSSELL J A. A circumplex model of affect[J]. Journal of personality and social psychology, 1980, 39(6):1161-1178.
[2] TYRRELL T. Computational mechanisms for action selection[D]. Edinburgh, Britain:University of Edinburgh, 1993:1-291
[3] HIRTH J, BRAUN T, BERNS K. Emotion based control architecture for robotics applications[C]//Proceedings of the 30th annual German Conference on Advances in Artificial Intelligence. Osnabrück, Germany, 2007:464-467.
[4] LEE D H, LEE K B, KIM J H. Reflex and emotion-based behavior selection for toy robot[C]//Proceedings of the 16th IEEE International Symposium on Robot and Human Interactive Communication. Jeju, South Korea, 2008:613-618.
[5] 程宁, 范玉妹, 刘冀伟, 等. 基本情绪理论在人工心理建模研究中的应用[J]. 计算机工程, 2005, 31(22):175-177 CHENG Ning, FAN Yumei, LIU Jiwei, et al. Application of Basic emotions theory in construction of artificial psychology model[J]. Computer engineering, 2005, 31(22):175-177
[6] CAMURRI A, COGLIO A. An architecture for emotional agents[J]. IEEE multimedia, 1998, 5(4):24-33.
[7] SCHEUTZ M. Useful roles of emotions in artificial agents:a case study from artificial life[C]//Proceedings of the 19th National Conference on Artifical Intelligence. San Jose, California, 2004:42-47.
[8] PEREIRA D, OLIVEIRA E, MOREIRA N, et al. Towards an architecture for emotional BDI agents[C]//Proceedings of 2005 Portuguese Conference on Artificial Intelligence. Covilha, Portugal, 2005:40-46.
[9] SLOMAN A. Varieties of affect and the CogAff architecture schema[C]//Proceedings of Symposium on Emotion, Cognition, and Affective Computing. New York, USA, 2001:39-48.
[10] 张国锋, 李祖枢. 基于行为的人工生命情绪理论模型研究[J]. 计算机仿真, 2009, 26(1):169-173 ZHANG Guofeng, LI Zushu. Emotion mode of artificial life based on behavior[J]. Computer simulation, 2009, 26(1):169-173
[11] 史雪飞, 王志良, 张琼. 基于有限状态机矩阵模型的人工情绪模型[J]. 计算机工程, 2010, 36(18):24-25, 28 SHI Xuefei, WANG Zhiliang, ZHANG Qiong. Artificial emotion model based on matrix model of finite state machine[J]. Computer engineering, 2010, 36(18):24-25, 28
[12] 史雪飞, 王志良, 张琼. 模糊数学和有限状态机矩阵形式描述的人工情绪模型[J]. 北京科技大学学报, 2010, 32(9):1238-1242 SHI Xuefei, WANG Zhiliang, ZHANG Qiong. Modelling emotion based on fuzzy mathematics and matrix description of finite state machines[J]. Journal of university of science and technology Beijing, 2010, 32(9):1238-1242
[13] CHOXI H, LOMAS M, FRANKE J, et al. Using motivations for interactive robot behavior control[J]. Contract, 2006.
[14] 张国锋, 李祖枢. 基于情绪的人工生命行为选择机制研究[J]. 系统仿真学报, 2009, 21(6):1701-1705, 1709 ZHANG Guofeng, LI Zushu. Behavior selection mechanism of artificial life based on emotion[J]. Journal of system simulation, 2009, 21(6):1701-1705, 1709
[15] CA?AMERO L, AVILA-GARCíA O. A bottom-up investigation of emotional modulation in competitive scenarios[C]//Proceedings of the 2nd International Conference on Affective Computing and Intelligent Interaction. Lisbon, Portugal, 2007:398-409.
[16] 翟俊杰. 基于动力学的人工情感模型研究[D]. 北京:北京邮电大学, 2007:12-16. QU Junjie. The research for an artificial affective modelbased on kinetic[D]. Beijing:Beijing University of Posts and Telecommunications, 2007:12-16.
[17] 崔凯楠, 郑晓龙, 文丁, 等. 计算实验研究方法及应用[J]. 自动化学报, 2013, 39(8):1157-1169 CUI Kainan, ZHENG Xiaolong, WEN Ding, et al. Researches and applications of computational experiments[J]. Acta automatica sinica, 2013, 39(8):1157-1169
[18] 盛昭瀚, 张维. 管理科学研究中的计算实验方法[J]. 管理科学学报, 2011, 14(5):1-10 SHENG Zhaohan, ZHANG Wei. Computational experiments in management science and research[J]. Journal of management sciences in China, 2011, 14(5):1-10
[19] 王飞跃. 人工社会、计算实验、平行系统:关于复杂社会经济系统计算研究的讨论[J]. 复杂系统与复杂性科学, 2004, 3(9):25-35 WANG Feiyue. Artificial societies, computational experiments, and parallel systems:a discussion on computational theory of complex social-economic systems[J]. Complex systems and complexity science, 2004, 3(9):25-35
[20] 张初兵, 王旭燕, 李东进, 等. 网络购物中消极情绪与行为意向的传导机制:基于压力应对与沉思理论整合视角[J]. 中央财经大学学报, 2017(2):84-92 ZHANG Chubing, WANG Xuyan, LI Dongjin, et al. The transmission mechanism of negative emotion and behavior intention in online shopping:based on stress-and-coping and rumination theory[J]. Journal of central university of finance and economics, 2017(2):84-92
[21] 吕泊怡, 张利明, 苗心萌, 等. 网络购物下第三方评价与冲动性购买意愿:情绪的调节作用和中介作用[J]. 中国健康心理学杂志, 2015, 23(2):214-218 LYU Boyi, ZHANG Liming, MIAO Xinmeng, et al. Third-party product reviews and impulse buying intent of online group-buying:the mediating and moderating role of emotion[J]. China journal of health psychology, 2015, 23(2):214-218
[22] 马庆国, 王凯, 舒良超. 积极情绪对用户信息技术采纳意向影响的实验研究:以电子商务推荐系统为例[J]. 科学学研究, 2009, 27(10):1557-1563 MA Qingguo, WANG Kai, SHU Liangchao. Influence of positive emotion on users adoption intention on information technology:an experimental study with RA[J]. Studies in science of science, 2009, 27(10):1557-1563
[23] 巫月娥. 在线冲动性购买、购后情绪与重复购买意愿的关系研究[J]. 石家庄经济学院学报, 2009, 27(10):1557-1563 WU Yuee. Study on the relationship between online impulse buying, post purchase emotion and repurchase intention[J]. Journal of Shijiazhuang University of Economics, 2009, 27(10):1557-1563
[24] 蒋国银, 马费成, 刘行军. 在线到移动环境下消费接受行为的演化研究:基于计算实验方法[J]. 中国管理科学, 2014, 22(11):97-104 JIANG Guoyin, MA Feicheng, LIU Xingjun. Research on consumption acceptance evolutionary from online to mobile environment:based on computational experiment[J]. Chinese journal of management science, 2014, 22(11):97-104
[25] 赵爱武, 杜建国, 关洪军. 基于计算实验的有限理性消费者绿色购买行为[J]. 系统工程理论与实践, 2015, 35(1):95-102 ZHAO Aiwu, DU Jianguo, GUAN Hongjun. Green purchase behavior of bounded rational consumers based on computational experiments[J]. Systems engineering-theory and practic, 2015, 35(1):95-102
[26] 于璐. 网络评论环境下制造商生产销售策略与消费者市场关系的计算实验研究[D]. 南京:南京大学, 2013:10-43. YU Lu. A study on the effect of manufacturer’s product-sale strategy to consumer’s demand under the environment of online review based on computational experiment[D]. Nanjing:Nanjing University, 2013:10-43.
[27] 张国锋, 李祖枢. 人工生命行为选择情绪机制研究进展[J]. 小型微型计算机系统, 2012, 33(8):1774-1780 ZHANG Guofeng, LI Zushu. Research progress on emotional behavior selection mechanism of artificial life[J]. Journal of Chinese computer systems, 2012, 33(8):1774-1780
[28] VERDUYN P, LAVRIJSEN S. Which emotions last longest and why:The role of event importance and rumination[J]. Motivation and emotion, 2015, 39(1):119-127.
[29] DAMASIO A. The feeling of what happens body and emotion in the making of consciousness[M]. New York:Harcourt Brace and Company, 1999:198-304.
[30] 唐孝威. 情绪的数学公式[J]. 应用心理学, 2001, 7(2):50-51 TANG Xiaowei. A mathematical formula of emotion[J]. Chinese journal of applied psychology, 2001, 7(2):50-51
[31] 张国锋. 情绪驱动的人工生命行为选择机制研究[D]. 重庆:重庆大学, 2009:25-26. ZHANG Guofeng. Study on emotion driven behavior selection mechanism of artificial life[D]. Chongqing:Chongqing University, 2009:25-26.
[32] 王玉洁. 基于人工心理的情感建模及人工情感交互技术研究[D]. 北京:北京科技大学, 2007:41-42. WANG Yujie. Study on technology of emotion modeling and human-computer emotion interaction based on artificial psychology[D]. Beijing:University of Science and Technology Beijing, 2007:41-42.
[33] PLUTCHIK R. The emotions:Facts, theories and a new model[J]. American journal of psychology, 1964, 77(3):518.
[34] COWEN A S, KELTNER D. Self-report captures 27 distinct categories of emotion bridged by continuous gradients[J]. Proceedings of the national academy of sciences of the united states of America, 2017, 114(38):E7900-E7909.
[35] MEHRABIAN A, RUSSELL J A. The basic emotional impact of environments[J]. Perceptual and motor skills, 1974, 38(1):283-301.
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备注/Memo
收稿日期:2017-12-17。
作者简介:王洪利,男,1978年生,教授,主要研究方向为电子商务、管理系统仿真。主持完成国家自然科学基金青年基金1项,省级项目3项。发表学术论文40余篇。
通讯作者:王洪利.E-mail:graduated852@163.com
更新日期/Last Update:
1900-01-01