2011 Seventh International Conference on Semantics, Knowledge and Grids最新文献

The Method of Medical Named Entity Recognition Based on Semantic Model and Improved SVM-KNN Algorithm 基于语义模型和改进SVM-KNN算法的医学命名实体识别方法

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.24

Xia Han, Ruonan Rao

{"title":"The Method of Medical Named Entity Recognition Based on Semantic Model and Improved SVM-KNN Algorithm","authors":"Xia Han, Ruonan Rao","doi":"10.1109/SKG.2011.24","DOIUrl":"https://doi.org/10.1109/SKG.2011.24","url":null,"abstract":"In the medical field, a lot of unstructured information which is expressed by natural language exists in medical literature, technical documentation and medical records. IE (Information Extraction) as one of the most important research directions in natural language process aims to help humans extract concerned information automatically. NER (Named Entity Recognition) is one of the subsystems of IE and has direct influence on the quality of IE. Nowadays NER of medical field has not reached ideal precision largely due to the knowledge complexity in medical field. It is hard to describe the medical entity definitely in feature selection and current selected features are not rich and lack of semantic information. Besides that, different medical entities which have the similar characters more easily cause classification algorithm making wrong judgment. Combination multi classification algorithms such as SVM-KNN can overcome its own disadvantages and get higher performance. But current SVM-KNN classification algorithm may provide wrong categories results due to setting inappropriate K value and unbalanced examples distribution. In this paper, we introduce two-level modelling tool to help specialists to build semantic models and select features from them. We design and implement medical named entity recognition analysis engine based on UIMA framework and adopt improved SVM-KNN algorithm called EK-SVM-KNN (Extending K SVM-KNN) in classification. We collect experiment data from SLE(Systemic Lupus Erythematosus) clinical information system in Renji Hospital. We adopt 50 Pathology reports as training data and provide 1000 Pathology as test data. Experiment shows medical NER based on semantic model and improved SVM-KNN algorithm can enhance the quality of NER and we get the precision, recall rate and F value up to 86%.","PeriodicalId":184788,"journal":{"name":"2011 Seventh International Conference on Semantics, Knowledge and Grids","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127226249","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: 21

A Hybrid Join Algorithm on Top of Map Reduce 基于Map Reduce的混合连接算法

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.13

Weisong Hu, Lili Ma, Xiaowei Liu, Hongwei Qi, L. Zha, Huaming Liao, Yuezhuo Zhang

引用次数: 2

Empirical Study of Chinese Text Similarity Computation Based on Machine Translation 基于机器翻译的中文文本相似度计算实证研究

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.19

Yu Xu, Jianxun Liu, Mingdong Tang, Yiping Wen

引用次数: 1

Quality-Driven Hierarchical Clustering Algorithm for Service Intelligence Computation 面向服务智能计算的质量驱动层次聚类算法

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.49

Y. Zhao, Chi-Hung Chi, Chen Ding

引用次数: 0

Integrate Fuzzy Logic into SLN 将模糊逻辑集成到SLN中

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.15

Ke Ren, Zhixing Huang, Anping Zhao, Yuhui Qiu

引用次数: 1

Computer Description of Old Chinese Phonological System Based on Graph Theory 基于图论的古汉语语音系统计算机描述

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.8

Jiajia Hu, Ning Wang

引用次数: 0

Policy-Based SLA-Aware Cloud Service Provision Framework 基于策略的sla感知云服务提供框架

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.10

Zhilin Wang, Xinhuai Tang, Xiangfeng Luo

引用次数: 9

Towards an IDM Approach of Transforming Web Services into ACME Providing Quality of Service 一种将Web服务转换为提供服务质量的ACME的IDM方法

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.38

Amel Mhamdi, Raoudha Maraoui, Mohamed Graiet, Mourad Kmimech, Mohamed Tahar Bhiri, Eric Cariou

{"title":"Towards an IDM Approach of Transforming Web Services into ACME Providing Quality of Service","authors":"Amel Mhamdi, Raoudha Maraoui, Mohamed Graiet, Mourad Kmimech, Mohamed Tahar Bhiri, Eric Cariou","doi":"10.1109/SKG.2011.38","DOIUrl":"https://doi.org/10.1109/SKG.2011.38","url":null,"abstract":"In this paper, the work developed aims at contributing to the research related to the Quality of Service (QoS) for Web services. We started this research by providing a comprehensive review and description of the QoS specifications that comprise some already existing factors contributing to the QoS and some newly proposed ones. These include the availability, accessibility, reliability, integrity, the response time of the service, security, performance, etc. Hence, the aim of this research is two folds, first, it helps the designers and developers to provide better web services and second, and it helps ensure consistent software architecture as a reference model for many applications. To achieve this, we model, first, the meta-QoS model of the Web services. Then, we formalize the QoS of the Web services by referring to ARMANI which provides a language of predicates that is powerful enough to reconcile any mismatches and, thus, provide a reliable composition of the Web services. We also, handle the mediation of the composite Web services with the ACME using an automatic MDE approach and implementing a tool for this aim: Web services compositions are transformed onto ACME specifications. We are the, able to check the composition of the Web services through the ACME verification tools.","PeriodicalId":184788,"journal":{"name":"2011 Seventh International Conference on Semantics, Knowledge and Grids","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115181211","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

Towards Intelligent Distributed Applications Based on Distributed Semantics and Reasoning 基于分布式语义和推理的智能分布式应用

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.27

W. Du

引用次数: 0

Integration of Semantically Aligned Heterogeneous Databases 语义对齐异构数据库的集成

2011 Seventh International Conference on Semantics, Knowledge and Grids Pub Date : 2011-10-24 DOI: 10.1109/SKG.2011.30

Yi Yang, Junkang Feng

{"title":"Integration of Semantically Aligned Heterogeneous Databases","authors":"Yi Yang, Junkang Feng","doi":"10.1109/SKG.2011.30","DOIUrl":"https://doi.org/10.1109/SKG.2011.30","url":null,"abstract":"In this paper we propose a methodology whereby we semantically align heterogeneous databases without changing the databases. The alignment achieved is on the data instance level, which does not require the semantics of the data at the type level. We first introduce semantic alignment in the context of our databases research project then discuss in details how heterogeneous databases that are semantically aligned may be integrated. In general, we align heterogeneous databases with 'Global as View'. We show that by drawing on Barwise-Seligman's information flow channel theory and making use of Enhanced Entity-Relationship model, semantically aligned heterogeneous databases can be successfully integrated, which enables non-conventional queries on constituting databases. We show that without modifying databases our methodology integrates any chosen databases on data instances level without loss of information, which is our contribution over existing works. Furthermore, Barwise-Seligman's information flow channel theory represents a novel and mathematically sound approach to linking independent systems. As we use this theory as a theoretical basis of our work and therefore we believe that our ideas presented here have a general applicability in talking issues in distributed systems.","PeriodicalId":184788,"journal":{"name":"2011 Seventh International Conference on Semantics, Knowledge and Grids","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2011-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129141407","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