首页 > 最新文献

2010 Third International Symposium on Knowledge Acquisition and Modeling最新文献

英文 中文
A hierarchical hybrid expert system for steel welding materials selection system 钢焊接材料选择系统的分层混合专家系统
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646202
Yeong-Ho Ho, Cheng-Hung Chen, Chung-Ling Huang
This paper outlines the development of a web-based expert system, steel welding materials selection expert system. The expert system inference engine employs all case-based reasoning (CBR), rule-based reasoning (RBR), and k-mean clustering method to generate a hierarchical hybrid recommendation list for cross validation. Moreover, this inference engine was designed to support a hierarchical multi-attribute structure. Unlike the traditional ‘flat’ attribute structure, this hierarchical multi-attribute structure allows experts and user to weigh the attributes dynamically and friendly.
本文概述了基于web的专家系统——钢材焊接材料选择专家系统的开发。专家系统推理引擎采用基于案例的推理(CBR)、基于规则的推理(RBR)和k-均值聚类方法生成分层混合推荐列表进行交叉验证。此外,该推理引擎还支持分层多属性结构。与传统的“扁平”属性结构不同,这种分层的多属性结构允许专家和用户动态友好地权衡属性。
{"title":"A hierarchical hybrid expert system for steel welding materials selection system","authors":"Yeong-Ho Ho, Cheng-Hung Chen, Chung-Ling Huang","doi":"10.1109/KAM.2010.5646202","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646202","url":null,"abstract":"This paper outlines the development of a web-based expert system, steel welding materials selection expert system. The expert system inference engine employs all case-based reasoning (CBR), rule-based reasoning (RBR), and k-mean clustering method to generate a hierarchical hybrid recommendation list for cross validation. Moreover, this inference engine was designed to support a hierarchical multi-attribute structure. Unlike the traditional ‘flat’ attribute structure, this hierarchical multi-attribute structure allows experts and user to weigh the attributes dynamically and friendly.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"128 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125223445","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
A subtopic-enriched MMR approach to sentence ranking for Chinese multi-document summarization 中文多文档摘要句子排序的子主题丰富MMR方法
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646317
P. Hu, Tingting He, Hai Wang
In this paper, we present SEMMR, a novel subtopic-enriched sentence ranking method for Chinese multi-document summarization derived from Maximal Marginal Relevance (MMR). MMR is one of the most popular ranking algorithms for balancing the topical relevance and content redundancy in a unified framework, which has been well employed in the context of text retrieval and document summarization. For multi-document summarization task, existing MMR-based approaches usually directly incorporate the topical relevance between each sentence and the main topic into the sentence ranking process while ignoring the latent subtopic information of finer granularity. Actually, a document set on a main topic usually consists of a few implicit subtopics, and different subtopic may have unequal impact on the sentence ranking. Specifically, the sentences having higher proximity with the subtopics close to the main topic are deemed more relevant than the sentences related with the subtopics far away from the main topic. To address this issue and take into account the subtopic's impact on sentence ranking performance, this paper extends the traditional MMR algorithm by integrating the sub-topical relevance as well as the sentence-to-subtopic proximity into the unified ranking process. Preliminary experimental results indicate the effectiveness of our proposed methods.
本文提出了一种基于最大边际关联(maximum Marginal Relevance, MMR)的基于子主题的中文多文档摘要句子排序方法SEMMR。MMR是在统一框架内平衡主题相关性和内容冗余的最流行的排序算法之一,在文本检索和文档摘要中得到了很好的应用。对于多文档摘要任务,现有的基于mmr的方法通常将每个句子与主主题之间的主题相关性直接纳入句子排序过程,而忽略了更细粒度的潜在子主题信息。实际上,一个主题上的文档集通常由几个隐式子主题组成,不同的子主题对句子排名的影响可能是不相等的。具体来说,与靠近主题的子主题相关度较高的句子被认为比与远离主题的子主题相关的句子更相关。为了解决这一问题,并考虑到子主题对句子排名性能的影响,本文扩展了传统的MMR算法,将子主题相关性和句子到子主题的接近性整合到统一的排名过程中。初步实验结果表明了所提方法的有效性。
{"title":"A subtopic-enriched MMR approach to sentence ranking for Chinese multi-document summarization","authors":"P. Hu, Tingting He, Hai Wang","doi":"10.1109/KAM.2010.5646317","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646317","url":null,"abstract":"In this paper, we present SEMMR, a novel subtopic-enriched sentence ranking method for Chinese multi-document summarization derived from Maximal Marginal Relevance (MMR). MMR is one of the most popular ranking algorithms for balancing the topical relevance and content redundancy in a unified framework, which has been well employed in the context of text retrieval and document summarization. For multi-document summarization task, existing MMR-based approaches usually directly incorporate the topical relevance between each sentence and the main topic into the sentence ranking process while ignoring the latent subtopic information of finer granularity. Actually, a document set on a main topic usually consists of a few implicit subtopics, and different subtopic may have unequal impact on the sentence ranking. Specifically, the sentences having higher proximity with the subtopics close to the main topic are deemed more relevant than the sentences related with the subtopics far away from the main topic. To address this issue and take into account the subtopic's impact on sentence ranking performance, this paper extends the traditional MMR algorithm by integrating the sub-topical relevance as well as the sentence-to-subtopic proximity into the unified ranking process. Preliminary experimental results indicate the effectiveness of our proposed methods.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"71 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127151616","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
Research on automated testing framework based on ontology and multi-agent 基于本体和多智能体的自动化测试框架研究
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646259
Chongchong Zhao, G. Ai, X. Yu, Xiaofeng Wang
To solve the problems of software testing automation,such as poor scalability, compatibility and other problems, this paper puts forward a automated performance testing framework based on ontology and multi-Agent. An extensible BDI Agent model is the core part of this framework. The dynamic loading in BDI Agent improves the inclusiveness and expansibility of automatic test. On this basis, a software performance testing interaction model based on multi-Agent is proposed. At last, the performance and feasibility of this model by using ontology technology based on JADE is verified through a prototype system.
针对软件测试自动化存在的可扩展性差、兼容性差等问题,提出了一种基于本体和多agent的自动化性能测试框架。可扩展的BDI代理模型是该框架的核心部分。BDI Agent中的动态加载提高了自动测试的包容性和可扩展性。在此基础上,提出了一种基于多agent的软件性能测试交互模型。最后,利用基于JADE的本体技术,通过原型系统验证了该模型的性能和可行性。
{"title":"Research on automated testing framework based on ontology and multi-agent","authors":"Chongchong Zhao, G. Ai, X. Yu, Xiaofeng Wang","doi":"10.1109/KAM.2010.5646259","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646259","url":null,"abstract":"To solve the problems of software testing automation,such as poor scalability, compatibility and other problems, this paper puts forward a automated performance testing framework based on ontology and multi-Agent. An extensible BDI Agent model is the core part of this framework. The dynamic loading in BDI Agent improves the inclusiveness and expansibility of automatic test. On this basis, a software performance testing interaction model based on multi-Agent is proposed. At last, the performance and feasibility of this model by using ontology technology based on JADE is verified through a prototype system.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"155 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115178680","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: 3
Analysis on KPI factors to choose lands with fuzzy ISODATA clustering 基于模糊ISODATA聚类的土地选择KPI因素分析
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646311
Chengjie Li, Zhen Liu
Clustering is an example of a class of optimization problems. In the classical clustering, an item must belong to any one cluster. But fuzzy clustering describes more accurately the ambiguous type of structure in data. The fuzzy ISODATA clustering exhibits the rapid convergence in finding the best classification program when the classification number is given. In this paper, we propose the algorithm to solve the choosing lands problem and show the result of the experiment. The result is satisfied to realtors in choosing lands.
聚类是一类优化问题的一个例子。在经典聚类中,一个项必须属于任意一个聚类。而模糊聚类更准确地描述了数据中的模糊结构类型。在给定分类数的情况下,模糊ISODATA聚类在寻找最佳分类方案方面具有较快的收敛性。本文提出了一种求解土地选择问题的算法,并给出了实验结果。研究结果使房地产经纪人在选择土地时感到满意。
{"title":"Analysis on KPI factors to choose lands with fuzzy ISODATA clustering","authors":"Chengjie Li, Zhen Liu","doi":"10.1109/KAM.2010.5646311","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646311","url":null,"abstract":"Clustering is an example of a class of optimization problems. In the classical clustering, an item must belong to any one cluster. But fuzzy clustering describes more accurately the ambiguous type of structure in data. The fuzzy ISODATA clustering exhibits the rapid convergence in finding the best classification program when the classification number is given. In this paper, we propose the algorithm to solve the choosing lands problem and show the result of the experiment. The result is satisfied to realtors in choosing lands.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130374076","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
Method of ship entire lifecycle information integration model 船舶全生命周期信息集成模型方法
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646156
Yao Jing-zheng, Han Duan-feng, Zhang Bo
Entire lifecycle information integration model includes the knowledge of entire lifecycle, which can produce design model, manufacture model, quality checking model and maintenance model. In the paper, entire lifecycle information integration model is presented to realize the share of entire lifecycle information. Finally, data structure of entire lifecycle information integration model is created and entire lifecycle data of ship are included in the data structure.
全生命周期信息集成模型包括全生命周期的知识,可以生成设计模型、制造模型、质量检验模型和维护模型。提出了全生命周期信息集成模型,实现了全生命周期信息的共享。最后,建立了全生命周期信息集成模型的数据结构,并将船舶全生命周期数据纳入该模型。
{"title":"Method of ship entire lifecycle information integration model","authors":"Yao Jing-zheng, Han Duan-feng, Zhang Bo","doi":"10.1109/KAM.2010.5646156","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646156","url":null,"abstract":"Entire lifecycle information integration model includes the knowledge of entire lifecycle, which can produce design model, manufacture model, quality checking model and maintenance model. In the paper, entire lifecycle information integration model is presented to realize the share of entire lifecycle information. Finally, data structure of entire lifecycle information integration model is created and entire lifecycle data of ship are included in the data structure.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"64 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129766887","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
Research on the design and evaluation of educational games based on the RETAIN model 基于RETAIN模型的教育游戏设计与评价研究
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646186
Hao-feng Zhang, Xi-yan Fan, Hai-feng Xing
In the digital age, as a way of learning through playing, educational games have become one of the development trends. However, lacking of feasible design and evaluation model for educational games, there are lots of problems existing in the integration of instructional content and story context. This paper discusses the RETAIN model while providing a domestic case. The design of educational games based on the model can embed learning content into the game naturally to achieve the balance between education and gameplay. The model can not only evaluate the effectiveness of the games that have already been used in classroom settings but also select any valuable games that may be used for educational purposes, which can expand the resources of education.
在数字时代,教育游戏作为一种通过玩来学习的方式,已经成为一种发展趋势。然而,由于缺乏可行的教育游戏设计与评价模型,教学内容与故事情境的整合存在诸多问题。本文在提供一个国内案例的同时讨论了RETAIN模型。基于该模型的教育类游戏设计可以将学习内容自然嵌入到游戏中,达到教育与游戏玩法的平衡。该模型不仅可以评估已经在课堂中使用的游戏的有效性,还可以选择任何可能用于教育目的的有价值的游戏,这可以扩大教育资源。
{"title":"Research on the design and evaluation of educational games based on the RETAIN model","authors":"Hao-feng Zhang, Xi-yan Fan, Hai-feng Xing","doi":"10.1109/KAM.2010.5646186","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646186","url":null,"abstract":"In the digital age, as a way of learning through playing, educational games have become one of the development trends. However, lacking of feasible design and evaluation model for educational games, there are lots of problems existing in the integration of instructional content and story context. This paper discusses the RETAIN model while providing a domestic case. The design of educational games based on the model can embed learning content into the game naturally to achieve the balance between education and gameplay. The model can not only evaluate the effectiveness of the games that have already been used in classroom settings but also select any valuable games that may be used for educational purposes, which can expand the resources of education.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121889063","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: 10
Auto-POS templates and mixed metrics for recognizing terms in scientific literature 用于识别科学文献中的术语的自动pos模板和混合度量
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646319
Hongliang You, Wei Zhang, Junyi Shen, Yang Yu, Ting Liu
Automatic Term Recognition (ATR) is an important task for Knowledge Acquisition, which aims at acquiring formalized words which are not recorded in time in the glossary. In recent years, several statistical methods has proved to be effective, and emerging methods such as C-value, NC-Value, TermExtractor has shown great advantages on this task. However, few works have been done on the Metric mixing algorithm that combines those metrics as a whole. In this paper, we first collect part-of-speech templates from already-known terms automatically, namely Auto-POS templates, instead of artificial regular expressions, and then we match them with POS strings to acquire candidate terms. Finally we sort those candidates by metric mixing algorithm. Experimental results on IEEE2006-2007 metadata show that the metric mixing algorithm performs better than any separate metrics alone.
术语自动识别(ATR)是知识获取的一项重要任务,其目的是获取未及时记录在词汇表中的形式化词汇。近年来,已有几种统计方法被证明是有效的,C-value、NC-Value、TermExtractor等新兴方法在这一任务上显示出很大的优势。然而,将这些度量作为一个整体进行度量混合算法的研究工作却很少。本文首先从已知词中自动收集词性模板,即Auto-POS模板,代替人工正则表达式,然后与词性字符串进行匹配,获得候选词。最后用度量混合算法对候选对象进行排序。在IEEE2006-2007元数据上的实验结果表明,度量混合算法的性能优于单独使用任何单独的度量。
{"title":"Auto-POS templates and mixed metrics for recognizing terms in scientific literature","authors":"Hongliang You, Wei Zhang, Junyi Shen, Yang Yu, Ting Liu","doi":"10.1109/KAM.2010.5646319","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646319","url":null,"abstract":"Automatic Term Recognition (ATR) is an important task for Knowledge Acquisition, which aims at acquiring formalized words which are not recorded in time in the glossary. In recent years, several statistical methods has proved to be effective, and emerging methods such as C-value, NC-Value, TermExtractor has shown great advantages on this task. However, few works have been done on the Metric mixing algorithm that combines those metrics as a whole. In this paper, we first collect part-of-speech templates from already-known terms automatically, namely Auto-POS templates, instead of artificial regular expressions, and then we match them with POS strings to acquire candidate terms. Finally we sort those candidates by metric mixing algorithm. Experimental results on IEEE2006-2007 metadata show that the metric mixing algorithm performs better than any separate metrics alone.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"243 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121903720","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
Research on Virtual Tourist Guide Training System based on virtual reality technology 基于虚拟现实技术的虚拟导游培训系统研究
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646289
Minli Dai, Defu Zhou, Binbin Shi, Min Wang, L. Zhang, Caidong Gu
With the rapid development of tourism, traditional simulated guide training system no longer meets the need of new age tourist guide resources training. It appears rather impendency and important to apply modern education technology and method to improve tourist guide practical teaching level to bring up tourist guide resources with high efficiency and quality. This article analyzed the maintaining problem and deficiency of traditional simulated guide training system, discussed how to apply Virtual Reality, multichannel projecting and other technology to constitute tourist guide training system, and also introduced the developing technology and procedure of Virtual Tourist Guide Training System. This system would in large extend to break the limitation of practical teaching in time and space, improve teaching efficiency, reduce student managing risk, and save real scene teaching cost.
随着旅游业的快速发展,传统的模拟导游培训系统已经不能满足新时期导游资源培训的需要。运用现代教育技术和方法提高导游实践教学水平,培养高效优质的导游资源显得十分紧迫和重要。本文分析了传统模拟导游培训系统的维护问题和不足,讨论了如何应用虚拟现实、多通道投影等技术构成导游培训系统,并介绍了虚拟导游培训系统的开发技术和流程。该系统将在很大程度上突破实践教学在时间和空间上的限制,提高教学效率,降低学生管理风险,节约实景教学成本。
{"title":"Research on Virtual Tourist Guide Training System based on virtual reality technology","authors":"Minli Dai, Defu Zhou, Binbin Shi, Min Wang, L. Zhang, Caidong Gu","doi":"10.1109/KAM.2010.5646289","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646289","url":null,"abstract":"With the rapid development of tourism, traditional simulated guide training system no longer meets the need of new age tourist guide resources training. It appears rather impendency and important to apply modern education technology and method to improve tourist guide practical teaching level to bring up tourist guide resources with high efficiency and quality. This article analyzed the maintaining problem and deficiency of traditional simulated guide training system, discussed how to apply Virtual Reality, multichannel projecting and other technology to constitute tourist guide training system, and also introduced the developing technology and procedure of Virtual Tourist Guide Training System. This system would in large extend to break the limitation of practical teaching in time and space, improve teaching efficiency, reduce student managing risk, and save real scene teaching cost.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126287631","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: 5
Agglomerative hierarchical clustering based on affinity propagation algorithm 基于亲和传播算法的聚类分层聚类
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646241
Qinghe Zhang, Xiaoyun Chen
Affinity propagation (AP) algorithm doesn't fix the number of the clusters and doesn't rely on random sampling. It exhibits fast execution speed with low error rate. However, it is hard to generate optimal clusters. This paper proposes an agglomerative clustering based on AP (agAP) method to overwhelm the limitation. It puts forward k-cluster closeness to merge the clusters yielded by AP. In comparison to AP, agAP method has better performance and is better than or equal to the quality of AP method. And it has an advantage of time complexity compared to adaptive affinity propagation (adAP).
亲和性传播(AP)算法不固定聚类的数量,也不依赖于随机抽样。它具有执行速度快、错误率低的特点。然而,很难产生最优的聚类。本文提出了一种基于AP (agAP)的聚类方法来克服这一局限性。它提出了k-聚类接近度来合并AP生成的聚类。与AP相比,agAP方法具有更好的性能,并且优于或等于AP方法的质量。与自适应亲和传播(adAP)相比,它具有时间复杂度低的优点。
{"title":"Agglomerative hierarchical clustering based on affinity propagation algorithm","authors":"Qinghe Zhang, Xiaoyun Chen","doi":"10.1109/KAM.2010.5646241","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646241","url":null,"abstract":"Affinity propagation (AP) algorithm doesn't fix the number of the clusters and doesn't rely on random sampling. It exhibits fast execution speed with low error rate. However, it is hard to generate optimal clusters. This paper proposes an agglomerative clustering based on AP (agAP) method to overwhelm the limitation. It puts forward k-cluster closeness to merge the clusters yielded by AP. In comparison to AP, agAP method has better performance and is better than or equal to the quality of AP method. And it has an advantage of time complexity compared to adaptive affinity propagation (adAP).","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129144865","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
Teacher professional development process and research orientation analysis 教师专业发展过程及研究方向分析
Pub Date : 2010-11-29 DOI: 10.1109/KAM.2010.5646167
Zhenyan Li, Hui-jie Cheng
As the goal of development, teacher professionalization is not only an effective way to improve individual professional standards of teachers and qualities of education, but also a certain requirement of development of modern education. In china, teacher professional development is not ripe, needs to continually deepen and advance. The basic research starting point of teacher professional development is to sort through the development of the historical developmental process and the research orientation. This article firstly elaborated two stages of the professional development stage in the teacher professional development, and has a reconsider to the teacher professional development, which hopes that could help the people who will research in the future.
教师专业化作为发展目标,不仅是提高教师个人专业水平和教育质量的有效途径,也是现代教育发展的必然要求。在中国,教师专业发展还不成熟,需要不断深化和推进。教师专业发展的基本研究出发点是梳理教师专业发展的历史发展过程和研究方向。本文首先阐述了教师专业发展中专业发展阶段的两个阶段,并对教师专业发展进行了重新思考,希望对今后的研究者有所帮助。
{"title":"Teacher professional development process and research orientation analysis","authors":"Zhenyan Li, Hui-jie Cheng","doi":"10.1109/KAM.2010.5646167","DOIUrl":"https://doi.org/10.1109/KAM.2010.5646167","url":null,"abstract":"As the goal of development, teacher professionalization is not only an effective way to improve individual professional standards of teachers and qualities of education, but also a certain requirement of development of modern education. In china, teacher professional development is not ripe, needs to continually deepen and advance. The basic research starting point of teacher professional development is to sort through the development of the historical developmental process and the research orientation. This article firstly elaborated two stages of the professional development stage in the teacher professional development, and has a reconsider to the teacher professional development, which hopes that could help the people who will research in the future.","PeriodicalId":160788,"journal":{"name":"2010 Third International Symposium on Knowledge Acquisition and Modeling","volume":"35 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-11-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132884426","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
期刊
2010 Third International Symposium on Knowledge Acquisition and Modeling
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