{"title":"Introduction to Dimensionality Reduction","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-1","DOIUrl":"https://doi.org/10.1201/9781003190554-1","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115984083","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 : 2021-07-12DOI: 10.1201/9781003190554-11
B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela
{"title":"Laplacian Eigenmap","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-11","DOIUrl":"https://doi.org/10.1201/9781003190554-11","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125542935","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 : 2021-07-12DOI: 10.1201/9781003190554-10
B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela
{"title":"Spectral Clustering","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-10","DOIUrl":"https://doi.org/10.1201/9781003190554-10","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114927225","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 : 2021-07-12DOI: 10.4135/9781412983907.n1222
B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela
{"title":"Multidimensional Scaling (MDS)","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.4135/9781412983907.n1222","DOIUrl":"https://doi.org/10.4135/9781412983907.n1222","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130949386","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":"Isomap","authors":"B. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-7","DOIUrl":"https://doi.org/10.1201/9781003190554-7","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133242186","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 : 2021-07-12DOI: 10.1201/9781003190554-12
B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela
{"title":"Maximum Variance Unfolding","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-12","DOIUrl":"https://doi.org/10.1201/9781003190554-12","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123041516","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":"Locally Linear Embedding","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-9","DOIUrl":"https://doi.org/10.1201/9781003190554-9","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124433881","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":"Kernel PCA","authors":"B. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-4","DOIUrl":"https://doi.org/10.1201/9781003190554-4","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124785866","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":"Random Projections","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-8","DOIUrl":"https://doi.org/10.1201/9781003190554-8","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131532528","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":"Principal Component Analysis (PCA)","authors":"B. K. Tripathy, S. Anveshrithaa, Shrusti Ghela","doi":"10.1201/9781003190554-2","DOIUrl":"https://doi.org/10.1201/9781003190554-2","url":null,"abstract":"","PeriodicalId":266710,"journal":{"name":"Unsupervised Learning Approaches for Dimensionality Reduction and Data Visualization","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2021-07-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130873573","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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