首页 > 最新文献

2010 2nd International Workshop on Database Technology and Applications最新文献

英文 中文
Comparison of Forecasting Methods for Aspect Ratio of Wood Tracheid 木材管胞长径比预测方法的比较
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658959
Guangsheng Chen, Li Ge
With the decrease of nature forest in all over the world, plantation and improving wood utilization becomes important. The study on forecast of wood properties can provide a scientific basis for intensive farming of plantation and targeted utilization of wood resource. The purpose of this paper is to establish a forecast model of wood properties and to evaluate wood qualities comprehensively. Tracheid aspect ratio was selected as analytical data. The feasibility of wood properties forecasting model was established by the methods of linear regression, time series, and neural network and its forecasting precision were compared and proof-tested. Results indicated that the forecasting model established by neural network method was the best, with the smallest error and best precision.
随着世界范围内天然林的减少,人工造林和提高木材利用率变得越来越重要。木材性质预测研究可为人工林集约经营和木材资源的定向利用提供科学依据。本文的目的是建立木材性能的预测模型,对木材质量进行综合评价。选择管胞长径比作为分析数据。采用线性回归、时间序列和神经网络等方法建立了木材性能预测模型的可行性,并对其预测精度进行了比较和验证。结果表明,用神经网络方法建立的预测模型效果最好,误差最小,精度最高。
{"title":"Comparison of Forecasting Methods for Aspect Ratio of Wood Tracheid","authors":"Guangsheng Chen, Li Ge","doi":"10.1109/DBTA.2010.5658959","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658959","url":null,"abstract":"With the decrease of nature forest in all over the world, plantation and improving wood utilization becomes important. The study on forecast of wood properties can provide a scientific basis for intensive farming of plantation and targeted utilization of wood resource. The purpose of this paper is to establish a forecast model of wood properties and to evaluate wood qualities comprehensively. Tracheid aspect ratio was selected as analytical data. The feasibility of wood properties forecasting model was established by the methods of linear regression, time series, and neural network and its forecasting precision were compared and proof-tested. Results indicated that the forecasting model established by neural network method was the best, with the smallest error and best precision.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"84 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126208818","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
Multi-Scaled Forecasting Model Based on Support Vector Machines 基于支持向量机的多尺度预测模型
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5659012
Wenlong Qu, Ning Li, Yichao He, Wenjing Qu
The theories of phase space reconstruction and Support Vector Machines (SVM) are introduced firstly. A novel time series forecasting model based on wavelet and SVM is proposed. It first performances multi-scaled decomposition on complex time series using discrete wavelet transformation. Then the reconstructed approximate series and detail series are forecasted respectively using SVM. Finally, the outcomes are coalesce together. The forecasting model is constructed and applied to the stock index data. Experimental results indicate that the proposed forecasting model has superiority over simple SVM and Artificial Neural Network (ANN) for it has lower forecast error.
首先介绍了相空间重构和支持向量机的相关理论。提出了一种基于小波和支持向量机的时间序列预测模型。首先利用离散小波变换对复杂时间序列进行多尺度分解。然后利用支持向量机分别对重构的近似序列和细节序列进行预测。最后,结果是合并在一起的。建立了预测模型,并将其应用于股票指数数据。实验结果表明,该预测模型具有较低的预测误差,优于简单的支持向量机和人工神经网络。
{"title":"Multi-Scaled Forecasting Model Based on Support Vector Machines","authors":"Wenlong Qu, Ning Li, Yichao He, Wenjing Qu","doi":"10.1109/DBTA.2010.5659012","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5659012","url":null,"abstract":"The theories of phase space reconstruction and Support Vector Machines (SVM) are introduced firstly. A novel time series forecasting model based on wavelet and SVM is proposed. It first performances multi-scaled decomposition on complex time series using discrete wavelet transformation. Then the reconstructed approximate series and detail series are forecasted respectively using SVM. Finally, the outcomes are coalesce together. The forecasting model is constructed and applied to the stock index data. Experimental results indicate that the proposed forecasting model has superiority over simple SVM and Artificial Neural Network (ANN) for it has lower forecast error.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115898935","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 a Multi-Agent Based Marketing Cooperation System 基于多智能体的营销合作系统研究
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658955
Hong Zhou, Huan Liu
while customers are becoming more and more personalization, it has practical meaning to develop an intelligent marketing system with the function of automatic interaction. In this paper, after analyzing the purchase decision process of customers, the primary interaction process between enterprise and customers in marketing are generalized and some special marketing function are encapsulated as the agent, thus marketing is regard as the cooperation process of various agents cooperating focus on demands. Based on that, a multi-agent based marketing cooperation system (MAMCS) is established and the agent ontology is designed according to JADE, finally the negotiation mechanism is built.
在客户越来越个性化的今天,开发具有自动交互功能的智能营销系统具有现实意义。本文通过对顾客购买决策过程的分析,概括了营销中企业与顾客之间的主要互动过程,将一些特殊的营销功能封装为代理,从而将营销看作是各种代理围绕需求进行合作的合作过程。在此基础上,建立了基于多agent的营销合作系统(MAMCS),并根据JADE设计了agent本体,最后构建了协商机制。
{"title":"Research on a Multi-Agent Based Marketing Cooperation System","authors":"Hong Zhou, Huan Liu","doi":"10.1109/DBTA.2010.5658955","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658955","url":null,"abstract":"while customers are becoming more and more personalization, it has practical meaning to develop an intelligent marketing system with the function of automatic interaction. In this paper, after analyzing the purchase decision process of customers, the primary interaction process between enterprise and customers in marketing are generalized and some special marketing function are encapsulated as the agent, thus marketing is regard as the cooperation process of various agents cooperating focus on demands. Based on that, a multi-agent based marketing cooperation system (MAMCS) is established and the agent ontology is designed according to JADE, finally the negotiation mechanism is built.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"86 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134049129","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
Design of Image Data Compression IP Core Based on Processor Local Bus 基于处理器本地总线的图像数据压缩IP核设计
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658987
Xiaodong Xu, Yiqi Zhou
The system on a programmable chip (SoPC) based on FPGA has some special characteristics, such as flexibility, customization, programmable hardware and software. The design of user intellectual property (IP) core is an important task in the design of SoPC. This paper presents the design of image data compression IP core based on the standard of processor local bus (PLB). The IP core is based on CCSDS image data compression (IDC) standard which includes discrete wavelet transform module and bit plane encoder module. Furthermore, the interface between PLB and IDC IP core is also designed. The design program of each module is using the language of VHDL, simulated by the software modelsim, and realized by the software EDK. The IP core designed in the SoPC system greatly speeds the encoding and makes the design easier and stronger in expansibility.
基于FPGA的可编程芯片(SoPC)系统具有灵活性、可定制性、软硬件可编程等特点。用户知识产权核的设计是SoPC设计中的一项重要工作。介绍了一种基于处理器本地总线(PLB)标准的图像数据压缩IP核的设计。该IP核基于CCSDS图像数据压缩(IDC)标准,包括离散小波变换模块和位平面编码器模块。此外,还设计了PLB与IDC IP核之间的接口。各模块的设计程序采用VHDL语言,用modelsim软件进行仿真,用EDK软件实现。在SoPC系统中设计的IP核大大加快了编码速度,使设计更简单,可扩展性更强。
{"title":"Design of Image Data Compression IP Core Based on Processor Local Bus","authors":"Xiaodong Xu, Yiqi Zhou","doi":"10.1109/DBTA.2010.5658987","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658987","url":null,"abstract":"The system on a programmable chip (SoPC) based on FPGA has some special characteristics, such as flexibility, customization, programmable hardware and software. The design of user intellectual property (IP) core is an important task in the design of SoPC. This paper presents the design of image data compression IP core based on the standard of processor local bus (PLB). The IP core is based on CCSDS image data compression (IDC) standard which includes discrete wavelet transform module and bit plane encoder module. Furthermore, the interface between PLB and IDC IP core is also designed. The design program of each module is using the language of VHDL, simulated by the software modelsim, and realized by the software EDK. The IP core designed in the SoPC system greatly speeds the encoding and makes the design easier and stronger in expansibility.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"65 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132809167","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
Dynamic Optimization Methods of Emergency Resources Deployment Based on Markov Decision Process for Wenchuan Earthquake 基于马尔可夫决策过程的汶川地震应急资源配置动态优化方法
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658952
Wei Wang, Mao Liu, Li Wang
Effective disaster response planning covers three activities: (1) development of a realistic damage simulation model, (2) a method to rapidly assess actual damage, and (3) models to allocate limited rescue resources to damaged areas in an optimal way. The emergency resources deployment is a hardcore of emergency management. After the happening of the public emergency, it is important to study how to deliver the emergency resources to scene quickly. Consequently, this article studies the dynamic optimal process of emergency resources deployment planning, making use of Markov decision processes, and wants to discover the optimal deployment planning to guarantee the timeliness. The results of the cases analysis prove that the dynamic optimal method of emergency resources deployment planning, based on Markov decision processes, is available. And we can make important decision about the emergency resources deployment by this method in the future.
有效的灾害响应规划包括三个活动:(1)建立真实的破坏模拟模型;(2)快速评估实际破坏的方法;(3)以最优方式向受损地区分配有限救援资源的模型。应急资源调配是应急管理的核心。在突发公共事件发生后,如何将应急资源快速送达现场是一个重要问题。因此,本文利用马尔可夫决策过程,研究应急资源部署规划的动态优化过程,寻求保证时效性的最优部署规划。实例分析结果表明,基于马尔可夫决策过程的应急资源部署规划动态优化方法是可行的。该方法可为今后应急资源配置做出重要决策。
{"title":"Dynamic Optimization Methods of Emergency Resources Deployment Based on Markov Decision Process for Wenchuan Earthquake","authors":"Wei Wang, Mao Liu, Li Wang","doi":"10.1109/DBTA.2010.5658952","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658952","url":null,"abstract":"Effective disaster response planning covers three activities: (1) development of a realistic damage simulation model, (2) a method to rapidly assess actual damage, and (3) models to allocate limited rescue resources to damaged areas in an optimal way. The emergency resources deployment is a hardcore of emergency management. After the happening of the public emergency, it is important to study how to deliver the emergency resources to scene quickly. Consequently, this article studies the dynamic optimal process of emergency resources deployment planning, making use of Markov decision processes, and wants to discover the optimal deployment planning to guarantee the timeliness. The results of the cases analysis prove that the dynamic optimal method of emergency resources deployment planning, based on Markov decision processes, is available. And we can make important decision about the emergency resources deployment by this method in the future.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"136 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133583866","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: 6
The Applied Research on the Statistic Data Warehouse Based on the Snowflake Mode 基于雪花模式的统计数据仓库应用研究
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5659083
Yebai Li, Xiumei Yu, Cui Li
A lot of economic data is operated in the basic statistic department. In this paper, we build a statistic data warehouse based on snowflake schema for the local authority. Using the technology of On-line analysis processing, we extract the integrated statistical information from the economic operating data of the basic statistic department. We integrate the data of statistical indicators to form a digital, informational and service platform for the statistical agency. Moreover, we present the results of the analysis with a variety of forms to the decision makers and provide quantitative basis of statistical analysis for the local authority.
很多经济数据都是在基础统计部门操作的。本文建立了一个基于雪花模式的地方政府统计数据仓库。利用在线分析处理技术,从基础统计部门的经济运行数据中提取综合统计信息。我们整合统计指标数据,形成统计机构的数字化、信息化、服务化平台。并将分析结果以多种形式呈现给决策者,为地方政府提供统计分析的定量依据。
{"title":"The Applied Research on the Statistic Data Warehouse Based on the Snowflake Mode","authors":"Yebai Li, Xiumei Yu, Cui Li","doi":"10.1109/DBTA.2010.5659083","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5659083","url":null,"abstract":"A lot of economic data is operated in the basic statistic department. In this paper, we build a statistic data warehouse based on snowflake schema for the local authority. Using the technology of On-line analysis processing, we extract the integrated statistical information from the economic operating data of the basic statistic department. We integrate the data of statistical indicators to form a digital, informational and service platform for the statistical agency. Moreover, we present the results of the analysis with a variety of forms to the decision makers and provide quantitative basis of statistical analysis for the local authority.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115241366","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 Ontology-Based Text Representation of Vector Space Model 基于本体的向量空间模型文本表示研究
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658938
Guiying Wei, Mingming Bao, Sen Wu
NA
{"title":"Research on Ontology-Based Text Representation of Vector Space Model","authors":"Guiying Wei, Mingming Bao, Sen Wu","doi":"10.1109/DBTA.2010.5658938","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658938","url":null,"abstract":"NA","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"138 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124889002","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
GATuner: Tuning Schema Matching Systems Using Genetic Algorithms GATuner:使用遗传算法调整模式匹配系统
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5659029
Yuting Feng, Lei Zhao, Jiwen Yang
Most recent schema matching systems combine multiple components, each of which employs a particular matching technique with several knobs. The multi-component nature has brought tuning problems for domain users. In this paper, we present GATuner, an approach to automatically tune schema matching systems using genetic algorithms. We match a given schema S against generated scenarios, for which the ground truth matches are known, and find a configuration that effectively improves the performance of matching S against real schemas. To search the huge space of configuration candidates efficiently, we adopt genetic algorithms during the tuning process. Experiments over four real-world domains with two main matching systems demonstrate that our approach provides more qualified matches over different domains.
大多数最新的模式匹配系统都结合了多个组件,每个组件都使用带有几个旋钮的特定匹配技术。多组件的特性给域用户带来了调优问题。本文提出了一种利用遗传算法对模式匹配系统进行自动调优的方法GATuner。我们将给定的模式S与生成的场景进行匹配,其中基本真值匹配是已知的,并找到一种配置,可以有效地提高匹配S与真实模式的性能。在调优过程中,为了有效地搜索巨大的候选结构空间,我们采用了遗传算法。在四个现实世界领域中使用两个主要匹配系统的实验表明,我们的方法在不同的领域中提供了更合格的匹配。
{"title":"GATuner: Tuning Schema Matching Systems Using Genetic Algorithms","authors":"Yuting Feng, Lei Zhao, Jiwen Yang","doi":"10.1109/DBTA.2010.5659029","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5659029","url":null,"abstract":"Most recent schema matching systems combine multiple components, each of which employs a particular matching technique with several knobs. The multi-component nature has brought tuning problems for domain users. In this paper, we present GATuner, an approach to automatically tune schema matching systems using genetic algorithms. We match a given schema S against generated scenarios, for which the ground truth matches are known, and find a configuration that effectively improves the performance of matching S against real schemas. To search the huge space of configuration candidates efficiently, we adopt genetic algorithms during the tuning process. Experiments over four real-world domains with two main matching systems demonstrate that our approach provides more qualified matches over different domains.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129596342","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
An Evaluation Framework for XML Engine on RDBMS 基于RDBMS的XML引擎评价框架
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5658941
Guannan Si, Yuhan Ren, Jing Xu, Jufeng Yang
More and more vendors think of blending XML data management into traditional relational database, with the increasingly widespread use of XML. This requires a comprehensive evaluation methodology to evaluate the XML engine on a RDBMS correctly. Through analyzing XML engine on RDBMS from various aspects, the article gets a conclusion that the evaluation on it should be from several major aspects such as storage, query and update. Also, the researcher designs a complete evaluation framework who covers all the provisions of XQuery W3C standard.
随着XML的日益广泛使用,越来越多的供应商考虑将XML数据管理融入到传统的关系数据库中。这需要一个全面的评估方法来正确评估RDBMS上的XML引擎。本文通过对RDBMS上XML引擎的多方面分析,得出对它的评价应从存储、查询和更新等几个主要方面进行。此外,研究者还设计了一个完整的评估框架,该框架涵盖了XQuery W3C标准的所有规定。
{"title":"An Evaluation Framework for XML Engine on RDBMS","authors":"Guannan Si, Yuhan Ren, Jing Xu, Jufeng Yang","doi":"10.1109/DBTA.2010.5658941","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5658941","url":null,"abstract":"More and more vendors think of blending XML data management into traditional relational database, with the increasingly widespread use of XML. This requires a comprehensive evaluation methodology to evaluate the XML engine on a RDBMS correctly. Through analyzing XML engine on RDBMS from various aspects, the article gets a conclusion that the evaluation on it should be from several major aspects such as storage, query and update. Also, the researcher designs a complete evaluation framework who covers all the provisions of XQuery W3C standard.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125667332","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 Personalized Recommendation Model Based on Social Tags 基于社会标签的个性化推荐模型
Pub Date : 2010-12-06 DOI: 10.1109/DBTA.2010.5659026
Xiufeng Xia, Shu Zhang, Xiaoming Li
In traditional e-commerce websites, social tags are used in product classification only, and not applied in the domain of personalized recommendation technology. In this paper, we propose a personalized recommendation model based on social tags. We build a user interest model for products by reflecting user interest and product features directly through social tags, and optimize the interest model by social tags clustering. We design a personalized recommendation algorithm based on this model in order to find out the high user interest degree products, which can provide personalized recommendation service for users. The experiment results show that the personalized recommendation model based on social tags can effectively improve the accuracy of product recommendation.
在传统的电子商务网站中,社交标签仅用于产品分类,并未应用于个性化推荐技术领域。本文提出了一种基于社交标签的个性化推荐模型。我们通过社交标签直接反映用户兴趣和产品特征,构建产品的用户兴趣模型,并通过社交标签聚类对兴趣模型进行优化。在此模型的基础上设计个性化推荐算法,找出用户感兴趣程度高的产品,为用户提供个性化推荐服务。实验结果表明,基于社会标签的个性化推荐模型可以有效地提高产品推荐的准确率。
{"title":"A Personalized Recommendation Model Based on Social Tags","authors":"Xiufeng Xia, Shu Zhang, Xiaoming Li","doi":"10.1109/DBTA.2010.5659026","DOIUrl":"https://doi.org/10.1109/DBTA.2010.5659026","url":null,"abstract":"In traditional e-commerce websites, social tags are used in product classification only, and not applied in the domain of personalized recommendation technology. In this paper, we propose a personalized recommendation model based on social tags. We build a user interest model for products by reflecting user interest and product features directly through social tags, and optimize the interest model by social tags clustering. We design a personalized recommendation algorithm based on this model in order to find out the high user interest degree products, which can provide personalized recommendation service for users. The experiment results show that the personalized recommendation model based on social tags can effectively improve the accuracy of product recommendation.","PeriodicalId":320509,"journal":{"name":"2010 2nd International Workshop on Database Technology and Applications","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2010-12-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132212230","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: 11
期刊
2010 2nd International Workshop on Database Technology and Applications
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