{"title":"基于物联网技术的网络科学方法和数据科学工具的集成","authors":"Farhan Amin, W. Lee, Abdul Mateen, S. Hwang","doi":"10.1109/TENSYMP52854.2021.9550992","DOIUrl":null,"url":null,"abstract":"Data science is playing a virtual role in our lives, from the personalization of our experiences to helping us the large and heterogeneous types of data sets in various domains. Based on the theoretical knowledge of network and data sciences, researchers need to be familiar with relevant future technologies. There are several compacting network science approaches that are available quantities research. Data science tools and network science approaches offer a unique perspective to tackle complex problems, impenetrable to linear-proportional thinking. So, in this study, we reviewed various network graph-based analytics such as network centrality, closeness centrality as a necessity for the internet of things-based technologies. Also, we discussed a few top data analytics and visualization tools for these technologies as well. Finally, we performed a comparison of network metrics along with suitable platforms.","PeriodicalId":137485,"journal":{"name":"2021 IEEE Region 10 Symposium (TENSYMP)","volume":"65 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-08-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Integration of Network science approaches and Data Science tools in the Internet of Things based Technologies\",\"authors\":\"Farhan Amin, W. Lee, Abdul Mateen, S. Hwang\",\"doi\":\"10.1109/TENSYMP52854.2021.9550992\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Data science is playing a virtual role in our lives, from the personalization of our experiences to helping us the large and heterogeneous types of data sets in various domains. Based on the theoretical knowledge of network and data sciences, researchers need to be familiar with relevant future technologies. There are several compacting network science approaches that are available quantities research. Data science tools and network science approaches offer a unique perspective to tackle complex problems, impenetrable to linear-proportional thinking. So, in this study, we reviewed various network graph-based analytics such as network centrality, closeness centrality as a necessity for the internet of things-based technologies. Also, we discussed a few top data analytics and visualization tools for these technologies as well. Finally, we performed a comparison of network metrics along with suitable platforms.\",\"PeriodicalId\":137485,\"journal\":{\"name\":\"2021 IEEE Region 10 Symposium (TENSYMP)\",\"volume\":\"65 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-08-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE Region 10 Symposium (TENSYMP)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/TENSYMP52854.2021.9550992\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Region 10 Symposium (TENSYMP)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/TENSYMP52854.2021.9550992","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Integration of Network science approaches and Data Science tools in the Internet of Things based Technologies
Data science is playing a virtual role in our lives, from the personalization of our experiences to helping us the large and heterogeneous types of data sets in various domains. Based on the theoretical knowledge of network and data sciences, researchers need to be familiar with relevant future technologies. There are several compacting network science approaches that are available quantities research. Data science tools and network science approaches offer a unique perspective to tackle complex problems, impenetrable to linear-proportional thinking. So, in this study, we reviewed various network graph-based analytics such as network centrality, closeness centrality as a necessity for the internet of things-based technologies. Also, we discussed a few top data analytics and visualization tools for these technologies as well. Finally, we performed a comparison of network metrics along with suitable platforms.