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Mach. Learn. under Resour. Constraints Vol. 1最新文献

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Sparse Partitioning Around Medoids 围绕介质的稀疏分区
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 2023-09-05 DOI: 10.1515/9783110785944-005
Sibylle Hess
{"title":"Sparse Partitioning Around Medoids","authors":"Sibylle Hess","doi":"10.1515/9783110785944-005","DOIUrl":"https://doi.org/10.1515/9783110785944-005","url":null,"abstract":"Hierarchical Agglomerative Clustering (HAC) is likely the earliest and most flexible clustering method, because it can be used with many distances, similarities, and various linkage strategies. It is often used when the number of clusters the data set forms is unknown and some sort of hierarchy in the data is plausible. Most algorithms for HAC operate on a full distance matrix, and therefore require quadratic memory. The standard algorithm also has cubic runtime to produce a full hierarchy. Both memory and runtime are especially problematic in the context of embedded or otherwise very resource-constrained systems. In this section, we present how data aggregation with BETULA, a numerically stable version of the well known BIRCH data aggregation algorithm, can be used to make HAC viable on systems with constrained resources with only small losses on clustering quality, and hence allow exploratory data analysis of very large data sets.","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134127816","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: 0
Memory Awareness 记忆的意识
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-007
{"title":"Memory Awareness","authors":"","doi":"10.1515/9783110785944-007","DOIUrl":"https://doi.org/10.1515/9783110785944-007","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","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":"115904975","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: 0
Declarative Stream-based Acquisition and Processing of OSData with kCQL 基于kCQL的声明式流OSData采集与处理
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-002
C. Borchert, J. Streicher, Alexander Lochmann, O. Spinczyk
{"title":"Declarative Stream-based Acquisition and Processing of OSData with kCQL","authors":"C. Borchert, J. Streicher, Alexander Lochmann, O. Spinczyk","doi":"10.1515/9783110785944-002","DOIUrl":"https://doi.org/10.1515/9783110785944-002","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"68 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":"114491343","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: 0
Summary Extraction from Streams 从流中提取摘要
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-003
Sebastian Buschjäger, K. Morik
{"title":"Summary Extraction from Streams","authors":"Sebastian Buschjäger, K. Morik","doi":"10.1515/9783110785944-003","DOIUrl":"https://doi.org/10.1515/9783110785944-003","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"35 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":"115373766","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
Cluster Analysis 聚类分析
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1007/978-3-030-17767-6_12
Thomas Cleff
{"title":"Cluster Analysis","authors":"Thomas Cleff","doi":"10.1007/978-3-030-17767-6_12","DOIUrl":"https://doi.org/10.1007/978-3-030-17767-6_12","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","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":"129511568","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: 0
Structured Data 结构化数据
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1007/978-3-319-32010-6_300193
Stephan Brandauer
{"title":"Structured Data","authors":"Stephan Brandauer","doi":"10.1007/978-3-319-32010-6_300193","DOIUrl":"https://doi.org/10.1007/978-3-319-32010-6_300193","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"10 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":"131228744","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: 5
Deep Graph Representation Learning 深度图表示学习
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-004
Matthias Fey, F. Weichert
{"title":"Deep Graph Representation Learning","authors":"Matthias Fey, F. Weichert","doi":"10.1515/9783110785944-004","DOIUrl":"https://doi.org/10.1515/9783110785944-004","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"22 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":"125040183","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: 5
Communication Awareness 沟通意识
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-008
{"title":"Communication Awareness","authors":"","doi":"10.1515/9783110785944-008","DOIUrl":"https://doi.org/10.1515/9783110785944-008","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"106 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":"117222733","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
Extreme Multicore Classification 极端多核分类
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-006
Erik Schultheis, Rohit Babbar
{"title":"Extreme Multicore Classification","authors":"Erik Schultheis, Rohit Babbar","doi":"10.1515/9783110785944-006","DOIUrl":"https://doi.org/10.1515/9783110785944-006","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"22 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":"124304284","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: 0
Energy Awareness 能源的意识
Mach. Learn. under Resour. Constraints Vol. 1 Pub Date : 1900-01-01 DOI: 10.1515/9783110785944-009
{"title":"Energy Awareness","authors":"","doi":"10.1515/9783110785944-009","DOIUrl":"https://doi.org/10.1515/9783110785944-009","url":null,"abstract":"","PeriodicalId":166856,"journal":{"name":"Mach. Learn. under Resour. Constraints Vol. 1","volume":"153 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":"121517678","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: 0
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