首页 > 最新文献

2009 6th International Conference on Service Systems and Service Management最新文献

英文 中文
Exploring factors affecting the adoption intention toward the integration of traditional Chinese and Western medicine as a disruptive innovation in the health-care service industry 探究医疗服务行业颠覆性创新中西医结合采用意愿的影响因素
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174915
Shuo-Chang Tsai, Yung-Hsin Chen, Chang-Hsien Hsu, Y. Ko, Kuo-Chin Huang
The health care industry in a society plays a significant role for the welfare of people and the advance of medical engineering/bio-technology alike. However, increasing investment in acquiring the sophisticated instruments and world-patented drug prescription quells people's hope to afford the health care service, unless insurance policy allows the access. Concurred with Christensen's framework of disruptive innovation in health care delivery, we observe that the integration of traditional Chinese and Western medicine entitles itself to disrupt the incumbent health care system. Based on Roger's innovation diffusion model and Davies' technology adoption model we propose a framework to explore the influential factors and their interrelationship with customer's adoption intention towards the integration of traditional Chinese and Western Medicine. Hypotheses are made to conceptualize this theoretical framework and allow the methodology of structure equation modeling (SEM) to test the theory. The objective is to identify the causal links of customer perception and motivation towards the integration with construct such as customer's adoption attitude and intention. The outcome of this study makes a contribution in providing insights for the development of appropriate business model for health care service industry.
在一个社会中,医疗保健行业对人们的福利和医学工程/生物技术的进步都起着重要的作用。然而,在购买精密仪器和世界专利药物处方方面不断增加的投资打消了人们负担医疗保健服务的希望,除非保险单允许获得。与克里斯滕森关于医疗服务颠覆性创新的框架一致,我们观察到,中西医结合本身就有资格颠覆现有的医疗体系。在Roger的创新扩散模型和Davies的技术采用模型的基础上,我们提出了一个框架来探讨顾客对中西医结合采用意愿的影响因素及其相互关系。假设是概念化这一理论框架,并允许结构方程建模(SEM)的方法来检验理论。目的是确定客户感知和动机与结构(如客户的采用态度和意图)整合的因果关系。本研究结果为医疗服务业发展适当的商业模式提供参考。
{"title":"Exploring factors affecting the adoption intention toward the integration of traditional Chinese and Western medicine as a disruptive innovation in the health-care service industry","authors":"Shuo-Chang Tsai, Yung-Hsin Chen, Chang-Hsien Hsu, Y. Ko, Kuo-Chin Huang","doi":"10.1109/ICSSSM.2009.5174915","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174915","url":null,"abstract":"The health care industry in a society plays a significant role for the welfare of people and the advance of medical engineering/bio-technology alike. However, increasing investment in acquiring the sophisticated instruments and world-patented drug prescription quells people's hope to afford the health care service, unless insurance policy allows the access. Concurred with Christensen's framework of disruptive innovation in health care delivery, we observe that the integration of traditional Chinese and Western medicine entitles itself to disrupt the incumbent health care system. Based on Roger's innovation diffusion model and Davies' technology adoption model we propose a framework to explore the influential factors and their interrelationship with customer's adoption intention towards the integration of traditional Chinese and Western Medicine. Hypotheses are made to conceptualize this theoretical framework and allow the methodology of structure equation modeling (SEM) to test the theory. The objective is to identify the causal links of customer perception and motivation towards the integration with construct such as customer's adoption attitude and intention. The outcome of this study makes a contribution in providing insights for the development of appropriate business model for health care service industry.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121956904","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Study on hybrid genetic algorithm for multi-type vehicles vehicle routing problem with backhauls 基于混合遗传算法的多类型车辆回程路径问题研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174867
Xiao-bo Wang, J. Sun, Chunyu Ren
In order to satisfy with the individual and various demand of customer, establish Multi-type Vehicles Vehicle scheduling with picking-delivery model. According to the characteristics of model, hybrid genetic algorithm is used to get the optimization solution. First of all, use natural number coding so as to simplify the problem; use the individual amount control choice strategy so as to guarantee the diversity of group. Improved ordinal crossover operators can avoid destroying good gene parts during the course of ordinal crossover so as that the algorithm can be convergent to the optimization as whole. The study adopts 2- exchange mutation operator combine hill-climbing algorithm to strengthen the partial searching ability of chromosome. Secondly, stock elite adopting genetic algorithm take the hybrid genetic algorithm with taboo searching algorithm to improve the convergent speed and searching efficiency of algorithm. The emulation and calculation proves that it is better than only using genetic algorithm and taboo searching algorithm.
为了满足客户个性化和多样化的需求,建立了多车型车辆调度取货模式。根据模型的特点,采用混合遗传算法进行优化求解。首先,采用自然数编码,简化问题;采用个体数量控制选择策略,保证群体的多样性。改进的有序交叉算子避免了在有序交叉过程中破坏好的基因部分,使算法收敛到整体优化。本研究采用2交换突变算子结合爬坡算法来增强染色体的部分搜索能力。其次,采用遗传算法的股票精英将遗传算法与禁忌搜索算法混合,提高算法的收敛速度和搜索效率。仿真计算表明,该算法比仅使用遗传算法和禁忌搜索算法效果更好。
{"title":"Study on hybrid genetic algorithm for multi-type vehicles vehicle routing problem with backhauls","authors":"Xiao-bo Wang, J. Sun, Chunyu Ren","doi":"10.1109/ICSSSM.2009.5174867","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174867","url":null,"abstract":"In order to satisfy with the individual and various demand of customer, establish Multi-type Vehicles Vehicle scheduling with picking-delivery model. According to the characteristics of model, hybrid genetic algorithm is used to get the optimization solution. First of all, use natural number coding so as to simplify the problem; use the individual amount control choice strategy so as to guarantee the diversity of group. Improved ordinal crossover operators can avoid destroying good gene parts during the course of ordinal crossover so as that the algorithm can be convergent to the optimization as whole. The study adopts 2- exchange mutation operator combine hill-climbing algorithm to strengthen the partial searching ability of chromosome. Secondly, stock elite adopting genetic algorithm take the hybrid genetic algorithm with taboo searching algorithm to improve the convergent speed and searching efficiency of algorithm. The emulation and calculation proves that it is better than only using genetic algorithm and taboo searching algorithm.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115728917","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
The study of relationship among organizational cultural, interaction and hotel service innovation 组织文化、互动与酒店服务创新关系研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174940
Yuwei
Hotel service innovation is different from product innovation and the source of service innovation is vaguer. The dimensions of organization culture such as collectivism, power distance and uncertainty avoid can all affect the interaction within the organization, and they have an impact on service innovation. Therefore, managers in the organization must create ldquoinnovation-friendlyrdquo atmosphere to benefit service innovation.
酒店服务创新不同于产品创新,服务创新的来源较为模糊。集体主义、权力距离、不确定性规避等组织文化维度都会影响组织内部的互动,并对服务创新产生影响。因此,组织管理者必须营造有利于服务创新的氛围,有利于服务创新。
{"title":"The study of relationship among organizational cultural, interaction and hotel service innovation","authors":"Yuwei","doi":"10.1109/ICSSSM.2009.5174940","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174940","url":null,"abstract":"Hotel service innovation is different from product innovation and the source of service innovation is vaguer. The dimensions of organization culture such as collectivism, power distance and uncertainty avoid can all affect the interaction within the organization, and they have an impact on service innovation. Therefore, managers in the organization must create ldquoinnovation-friendlyrdquo atmosphere to benefit service innovation.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122876693","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Research on the clients' satisfaction of agricultural products wholesale markets 农产品批发市场顾客满意度研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174878
Qingli Sun, Yufa An
If the agricultural products wholesale market provides the services that can make the clients feel satisfactory, more clients will be attracted into the market. By this way the market can survive in the vigorous competition and get the chance to develop. Theory model of client satisfaction of agricultural products wholesale market is proposed through the improvement and reference of the existing main customers' satisfaction index models. Using the SPSS software to analyze the survey data to validate the theory model and several hypothesizes. Relevant conclusion and suggestion are given on the basis of researches and analyses.
如果农产品批发市场提供让顾客满意的服务,就会吸引更多的顾客进入市场。只有这样,市场才能在激烈的竞争中生存下来,获得发展的机会。通过对现有主要顾客满意度指标模型的改进和借鉴,提出了农产品批发市场顾客满意度的理论模型。运用SPSS软件对调查数据进行分析,验证理论模型和若干假设。在研究分析的基础上,给出了相关的结论和建议。
{"title":"Research on the clients' satisfaction of agricultural products wholesale markets","authors":"Qingli Sun, Yufa An","doi":"10.1109/ICSSSM.2009.5174878","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174878","url":null,"abstract":"If the agricultural products wholesale market provides the services that can make the clients feel satisfactory, more clients will be attracted into the market. By this way the market can survive in the vigorous competition and get the chance to develop. Theory model of client satisfaction of agricultural products wholesale market is proposed through the improvement and reference of the existing main customers' satisfaction index models. Using the SPSS software to analyze the survey data to validate the theory model and several hypothesizes. Relevant conclusion and suggestion are given on the basis of researches and analyses.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129649720","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The study of service innovations model for Chinese telecom operators —China Mobile Ltd as an example 中国电信运营商服务创新模式研究——以中国移动为例
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174966
Lifang Peng, Xiaoli Zhang
This paper choose Chinese telecom operators as the research objects, based on the driving force of service innovations models to explore the internal and external driving forces that promote service innovations for telecom operators, based on this and the four-dimensional model of services innovation, find out the system of service innovations model for telecom enterprise, and China Mobile Ltd as an example to explain.
本文选择中国电信运营商作为研究对象,基于服务创新模式的驱动力来探索推动电信运营商服务创新的内外部驱动力,在此基础上结合服务创新的四维模型,找出电信企业服务创新模式体系,并以中国移动为例进行说明。
{"title":"The study of service innovations model for Chinese telecom operators —China Mobile Ltd as an example","authors":"Lifang Peng, Xiaoli Zhang","doi":"10.1109/ICSSSM.2009.5174966","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174966","url":null,"abstract":"This paper choose Chinese telecom operators as the research objects, based on the driving force of service innovations models to explore the internal and external driving forces that promote service innovations for telecom operators, based on this and the four-dimensional model of services innovation, find out the system of service innovations model for telecom enterprise, and China Mobile Ltd as an example to explain.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129880637","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study on the reliability of hot standby repairable supply system based on Markov model 基于马尔可夫模型的热备可修供电系统可靠性研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174901
Shuhang Ren, Cunlu Zhang
Starting from the analysis of cooperation relations of members in the supply system, the paper studies the reliability of repairable supply system. Based on Markov model, a reliability evaluation method of repairable supply system is given. The transient and steady reliabilities of hot standby repairable supply system with a main supplier and a spare supplier are found. The conclusion is tested by a case study. The contribution is that it provides a quantitative method to increase the understanding of dynamic reliability of enterprise supply system.
本文从分析供应系统中各成员的合作关系入手,研究了可修供应系统的可靠性问题。提出了一种基于马尔可夫模型的可修供电系统可靠性评估方法。研究了具有主备供应商的热备可修供电系统的暂态可靠性和稳态可靠性。通过实例分析验证了上述结论。其贡献在于提供了一种定量的方法,增加了对企业供应系统动态可靠性的认识。
{"title":"Study on the reliability of hot standby repairable supply system based on Markov model","authors":"Shuhang Ren, Cunlu Zhang","doi":"10.1109/ICSSSM.2009.5174901","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174901","url":null,"abstract":"Starting from the analysis of cooperation relations of members in the supply system, the paper studies the reliability of repairable supply system. Based on Markov model, a reliability evaluation method of repairable supply system is given. The transient and steady reliabilities of hot standby repairable supply system with a main supplier and a spare supplier are found. The conclusion is tested by a case study. The contribution is that it provides a quantitative method to increase the understanding of dynamic reliability of enterprise supply system.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"78 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128625820","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Performance-only measurement of service quality: An empirical study in Chinese express industry 基于绩效的服务质量度量:中国快递业的实证研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174996
Zhuo Jun, Miao Shengtao
The role of service quality has become critical to the success of Chinese express industry. Therefore, it is important to use a reliable instrument to measure its service quality. In the study, the exploratory and confirmatory factor analyses were conducted to assess the SERVPERF instrument dimensionality, reliability and validity, and apply the SERVPERF instrument into Chinese Express Industry. We found that the adapted SERVPERF instrument is also a valid and valuable tool to measure service quality though it doesn't perform better than SERVQUAL as described by Cronin and Taylor. “Security” and “Timeliness” are important additional dimensions of service quality for the special nature of China's express industry. And the study provides some useful insights and guidance for managers to measure and improve service quality.
服务质量的作用已成为中国快递行业成功的关键。因此,使用可靠的仪器来衡量其服务质量是非常重要的。本研究通过探索性因子分析和验证性因子分析对SERVPERF量表的维度、信度和效度进行评估,并将SERVPERF量表应用于中国快递行业。我们发现,改编后的SERVPERF工具也是衡量服务质量的有效和有价值的工具,尽管它的性能不如Cronin和Taylor所描述的SERVQUAL。“安全性”和“及时性”是中国快递业特殊性下服务质量的重要附加维度。本研究为管理者衡量和提高服务质量提供了有益的见解和指导。
{"title":"Performance-only measurement of service quality: An empirical study in Chinese express industry","authors":"Zhuo Jun, Miao Shengtao","doi":"10.1109/ICSSSM.2009.5174996","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174996","url":null,"abstract":"The role of service quality has become critical to the success of Chinese express industry. Therefore, it is important to use a reliable instrument to measure its service quality. In the study, the exploratory and confirmatory factor analyses were conducted to assess the SERVPERF instrument dimensionality, reliability and validity, and apply the SERVPERF instrument into Chinese Express Industry. We found that the adapted SERVPERF instrument is also a valid and valuable tool to measure service quality though it doesn't perform better than SERVQUAL as described by Cronin and Taylor. “Security” and “Timeliness” are important additional dimensions of service quality for the special nature of China's express industry. And the study provides some useful insights and guidance for managers to measure and improve service quality.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130013818","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Research on the logistics enterprise capability based on value advancing 基于价值推进的物流企业能力研究
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174975
Qian Zhang, Yaoqiu Wang, Qilan Zhao
From the perspective of the value advancing, this article builds a general and practical logistics enterprise capability system with the resource-based theory as the theoretical background, then proposing the assessment method. This will help the enterprises identify their strengths and weaknesses in order to take targeted measures to enhance the capability, which will improve the logistics service level.
本文从价值提升的角度出发,以资源基础理论为理论背景,构建了具有通用性和实用性的物流企业能力体系,并提出了评价方法。这将有助于企业识别自己的优势和劣势,以便有针对性地采取措施增强能力,从而提高物流服务水平。
{"title":"Research on the logistics enterprise capability based on value advancing","authors":"Qian Zhang, Yaoqiu Wang, Qilan Zhao","doi":"10.1109/ICSSSM.2009.5174975","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174975","url":null,"abstract":"From the perspective of the value advancing, this article builds a general and practical logistics enterprise capability system with the resource-based theory as the theoretical background, then proposing the assessment method. This will help the enterprises identify their strengths and weaknesses in order to take targeted measures to enhance the capability, which will improve the logistics service level.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"113 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124684431","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
E-consumer's behavior model under the cyber ‘lemon’ problem in e-commerce 电子商务中网络“柠檬”问题下的电子消费者行为模型
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5174889
Yong-ming Pan
The ‘lemon’ problem means the informational asymmetries resulted from the products quality uncertainty. It was suggested by the American economist George Akerlof (1970), who is one of Nobel Economics Prize laureates in 2001. The purpose of this paper is to analyze Internet consumer's behaviors under the cyber ‘lemon’. This paper builds up e-consumer's behavior model that based on Akerlof's ‘lemon’ theory and puts forward the ideas eliminating the cyber ‘lemon’ problem in e-commerce. Finally, for providing empirical evidence, the paper discusses the case from China e-commerce market.
“柠檬”问题是指由于产品质量的不确定性而导致的信息不对称。这是2001年诺贝尔经济学奖得主之一的美国经济学家乔治·阿克洛夫(George Akerlof, 1970)提出的。本文的目的是分析网络“柠檬”下的网络消费者行为。本文以阿克洛夫的“柠檬”理论为基础,建立了电子商务消费者的行为模型,并提出了消除电子商务中网络“柠檬”问题的思路。最后,为了提供经验证据,本文以中国电子商务市场为例进行了讨论。
{"title":"E-consumer's behavior model under the cyber ‘lemon’ problem in e-commerce","authors":"Yong-ming Pan","doi":"10.1109/ICSSSM.2009.5174889","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5174889","url":null,"abstract":"The ‘lemon’ problem means the informational asymmetries resulted from the products quality uncertainty. It was suggested by the American economist George Akerlof (1970), who is one of Nobel Economics Prize laureates in 2001. The purpose of this paper is to analyze Internet consumer's behaviors under the cyber ‘lemon’. This paper builds up e-consumer's behavior model that based on Akerlof's ‘lemon’ theory and puts forward the ideas eliminating the cyber ‘lemon’ problem in e-commerce. Finally, for providing empirical evidence, the paper discusses the case from China e-commerce market.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"33 4","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121014780","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data stream clustering and modeling using context-trees 使用上下文树的数据流聚类和建模
Pub Date : 2009-06-08 DOI: 10.1109/ICSSSM.2009.5175016
Wei Jiang, Pierre Brice
Many applications such as telecommunication and commercial video broadcasting streams, computer systems logs, and web clicks are categorical or mixed-value data streams that exhibit context-dependency. Models that try to capture this context-dependency tend not to be scalable. This paper offers a solution to the scalability problem of these models by providing a method for generating them around relevant aggregates of these data streams rather than the individual samples. The approach expands existing clustering techniques for static categorical data sets to predictive models of data streams based on Variable Length Markov models of clusters. The paper includes theoretical and experimental evaluations of the technique as well as comparison with other prominent clustering techniques for categorical data streams.
许多应用程序,如电信和商业视频广播流、计算机系统日志和web点击,都是表现出上下文依赖性的分类或混合值数据流。试图捕获这种上下文依赖性的模型往往是不可伸缩的。本文通过提供一种围绕这些数据流的相关聚合而不是单个样本生成模型的方法,为这些模型的可扩展性问题提供了一个解决方案。该方法将现有的静态分类数据集聚类技术扩展到基于簇的变长马尔可夫模型的数据流预测模型。本文包括对该技术的理论和实验评估,以及与其他突出的分类数据流聚类技术的比较。
{"title":"Data stream clustering and modeling using context-trees","authors":"Wei Jiang, Pierre Brice","doi":"10.1109/ICSSSM.2009.5175016","DOIUrl":"https://doi.org/10.1109/ICSSSM.2009.5175016","url":null,"abstract":"Many applications such as telecommunication and commercial video broadcasting streams, computer systems logs, and web clicks are categorical or mixed-value data streams that exhibit context-dependency. Models that try to capture this context-dependency tend not to be scalable. This paper offers a solution to the scalability problem of these models by providing a method for generating them around relevant aggregates of these data streams rather than the individual samples. The approach expands existing clustering techniques for static categorical data sets to predictive models of data streams based on Variable Length Markov models of clusters. The paper includes theoretical and experimental evaluations of the technique as well as comparison with other prominent clustering techniques for categorical data streams.","PeriodicalId":287881,"journal":{"name":"2009 6th International Conference on Service Systems and Service Management","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121980816","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
期刊
2009 6th International Conference on Service Systems and Service Management
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1