{"title":"Prologue: Why data science?","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-2","DOIUrl":"https://doi.org/10.1201/9780429200717-2","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"40 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132051885","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}
{"title":"Data science ethics","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-9","DOIUrl":"https://doi.org/10.1201/9780429200717-9","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127602555","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}
{"title":"Simulation","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9781351107099-9","DOIUrl":"https://doi.org/10.1201/9781351107099-9","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2018-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117239185","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}
{"title":"Database querying using SQL","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-18","DOIUrl":"https://doi.org/10.1201/9780429200717-18","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122647507","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}
{"title":"Predictive modeling","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-12","DOIUrl":"https://doi.org/10.1201/9780429200717-12","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132516498","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}
{"title":"A grammar for graphics","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-4","DOIUrl":"https://doi.org/10.1201/9780429200717-4","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132479309","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}
{"title":"Unsupervised learning","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-14","DOIUrl":"https://doi.org/10.1201/9780429200717-14","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128678912","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}
{"title":"Statistical foundations","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/b11158-14","DOIUrl":"https://doi.org/10.1201/b11158-14","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"128 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133122477","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}
{"title":"Supervised learning","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-13","DOIUrl":"https://doi.org/10.1201/9780429200717-13","url":null,"abstract":"","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123005972","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}
{"title":"Text as data","authors":"Benjamin S. Baumer, Daniel T. Kaplan, N. Horton","doi":"10.1201/9780429200717-22","DOIUrl":"https://doi.org/10.1201/9780429200717-22","url":null,"abstract":"Mining text is difficult. Text represents unstructured data. This reflects the fact that text does not appear in a structured form that we can present using an Excel table with columns and rows having specific meanings. Of course, text does have a structure, but it is not of the type that can be fed into an algorithm for analysis. The structure of a text is linguistic, which has evolved through time so that the written or spoken words can be understood by humans and not computers. Therefore, text must be pre-processed before it can be fed into a computer algorithm.","PeriodicalId":210307,"journal":{"name":"Modern Data Science with R","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117283000","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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