Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.09
Jeong-Joon Kim, Yong-Soo Lee, Jin-Yong Moon, Jeongmin Park
Among the studies, Latent Semantic Indexing and Non-negative Matrix Factorization, which are algorithms to classify the document by meaning, try solve the problems by converting the document to vector. However, there are 2 problems in these algorithms that the different understanding according to education document and the difficulties to analyze the multiple representations of the terms. Meanwhile, WordNet is a word dictionary interpreting the relationship of the words based on Human Intelligence Science and widely used in such as query term extension of the search engine. However, it is difficult to adapt to the neologism and slang and word meaning change to fast-changing time. Therefore, in this paper we solve the problem of the multiple representations of the words by partly applying the words relationship of the WordNet to Latent Semantic Indexing using by genetic algorithms for more efficient clustering document with the strength and weakness of the Latent Semantic Indexing and WordNet. And with this we try to improve precision and increase the efficiency of the overall clusters
{"title":"Document Classification Method based on Latent Semantic Indexing","authors":"Jeong-Joon Kim, Yong-Soo Lee, Jin-Yong Moon, Jeongmin Park","doi":"10.14257/IJGDC.2018.11.4.09","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.09","url":null,"abstract":"Among the studies, Latent Semantic Indexing and Non-negative Matrix Factorization, which are algorithms to classify the document by meaning, try solve the problems by converting the document to vector. However, there are 2 problems in these algorithms that the different understanding according to education document and the difficulties to analyze the multiple representations of the terms. Meanwhile, WordNet is a word dictionary interpreting the relationship of the words based on Human Intelligence Science and widely used in such as query term extension of the search engine. However, it is difficult to adapt to the neologism and slang and word meaning change to fast-changing time. Therefore, in this paper we solve the problem of the multiple representations of the words by partly applying the words relationship of the WordNet to Latent Semantic Indexing using by genetic algorithms for more efficient clustering document with the strength and weakness of the Latent Semantic Indexing and WordNet. And with this we try to improve precision and increase the efficiency of the overall clusters","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47890244","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}
Pub Date : 2018-04-30DOI: 10.14257/ijgdc.2018.11.4.12
Mengda Li
{"title":"Simulation Research on Grid Side Inverter of Wind Power Generation System Based on PSCAD","authors":"Mengda Li","doi":"10.14257/ijgdc.2018.11.4.12","DOIUrl":"https://doi.org/10.14257/ijgdc.2018.11.4.12","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43659615","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}
Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.08
Wenquan Jin, Yong-Geun Hong, Dohyeun Kim
{"title":"Design and Implementation of a Wireless IoT Healthcare System Based on OCF IoTivity","authors":"Wenquan Jin, Yong-Geun Hong, Dohyeun Kim","doi":"10.14257/IJGDC.2018.11.4.08","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.08","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.14257/IJGDC.2018.11.4.08","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43260545","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}
Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.10
Fei Ding, Y. Zhuang
{"title":"Distributed Bayesian Network Learning Algorithm using Storm Topology","authors":"Fei Ding, Y. Zhuang","doi":"10.14257/IJGDC.2018.11.4.10","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.10","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45449236","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}
Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.02
Jinho Ahn
{"title":"Efficient Mechanism for Enhancing Recovery Performance of SBML in Hierarchical and Distributed Server Architectures","authors":"Jinho Ahn","doi":"10.14257/IJGDC.2018.11.4.02","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.02","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41622055","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}
Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.13
Koushik Barman, M. Rai, Gulshan Kumar, Hye-jin Kim
{"title":"Resource Sharing Technique for Device to Device Link in License Band LTE-A","authors":"Koushik Barman, M. Rai, Gulshan Kumar, Hye-jin Kim","doi":"10.14257/IJGDC.2018.11.4.13","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.13","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41689724","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}
Pub Date : 2018-04-30DOI: 10.14257/IJGDC.2018.11.4.07
Bon-woo Gu, I. Mehmood, Hyunggi Kim
{"title":"GLSL-Driven Background Subtraction Framework Using Particle Filter to Apply Special Effects without Chroma Key","authors":"Bon-woo Gu, I. Mehmood, Hyunggi Kim","doi":"10.14257/IJGDC.2018.11.4.07","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.4.07","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46799775","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}
Pub Date : 2018-04-30DOI: 10.14257/ijgdc.2018.11.4.01
Minho Cho
Research on social network is an important topic in social science. A social network is a realistic environment with both network and interconnection characteristics. This study presents a simulation model of how each node responds to specific inputs (ex. Incentives) to the social networks. In addition, when the setting value of a specific node is changed while simulation is performed, the reaction of the related nodes can be checked in real time. The simulation model is made by considering various environments such as unidirectional, fuzzy set, weighting, and cyclic feedback, so this model can be applied in a complex environment of practical work. Finally, since the simulation model needs to analyze the node response to repetitive input and the relation of each node, we implemented it using Vensim rather than NetLogo.
{"title":"Response Analysis Model of Social Networks using Fuzzy Sets and System Dynamics","authors":"Minho Cho","doi":"10.14257/ijgdc.2018.11.4.01","DOIUrl":"https://doi.org/10.14257/ijgdc.2018.11.4.01","url":null,"abstract":"Research on social network is an important topic in social science. A social network is a realistic environment with both network and interconnection characteristics. This study presents a simulation model of how each node responds to specific inputs (ex. Incentives) to the social networks. In addition, when the setting value of a specific node is changed while simulation is performed, the reaction of the related nodes can be checked in real time. The simulation model is made by considering various environments such as unidirectional, fuzzy set, weighting, and cyclic feedback, so this model can be applied in a complex environment of practical work. Finally, since the simulation model needs to analyze the node response to repetitive input and the relation of each node, we implemented it using Vensim rather than NetLogo.","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48542810","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}
Pub Date : 2018-03-31DOI: 10.14257/IJGDC.2018.11.3.10
Jeong-Joon Kim, Yong-Soo Lee, Jin-Yong Moon, Jeongmin Park
{"title":"Network Payload and Correlation Analysis in Bigdata Environments","authors":"Jeong-Joon Kim, Yong-Soo Lee, Jin-Yong Moon, Jeongmin Park","doi":"10.14257/IJGDC.2018.11.3.10","DOIUrl":"https://doi.org/10.14257/IJGDC.2018.11.3.10","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.14257/IJGDC.2018.11.3.10","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48540905","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}
Pub Date : 2018-03-31DOI: 10.14257/ijgdc.2018.11.3.07
Junho Jeong, Yunsik Son
{"title":"A Dynamically Linked Library Based Indirect Call Function Analysis for Detecting Banned API Usage in Binary Code","authors":"Junho Jeong, Yunsik Son","doi":"10.14257/ijgdc.2018.11.3.07","DOIUrl":"https://doi.org/10.14257/ijgdc.2018.11.3.07","url":null,"abstract":"","PeriodicalId":46000,"journal":{"name":"International Journal of Grid and Distributed Computing","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"47129036","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}
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