4691161b593afced98fd917877e7c5fb s13748_021_00242_6.pdf 670628b69d65d362e1e7ff07b483934f4f072771 s13748_021_00242_6.pdf 07261534ab2699fa352d2ce01e58a55c34d800daf1d3ff1bb3e9ea90961e5109 s13748_021_00242_6.pdf Title: The space of models in machine learning: using Markov chains to model transitions Subject: Progress in Artificial Intelligence, https://doi.org/10.1007/s13748-021-00242-6 Keywords: Machine and statistical learning models,Space of data,Space of models,Hypothesis space,Probabilistic metric spaces Author: Vicenç Torra Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows) CreationDate: Mon Apr 12 10:00:26 2021 CEST ModDate: Fri Aug 6 13:19:24 2021 CEST Tagged: no UserProperties: no Suspects: no Form: AcroForm JavaScript: no Pages: 12 Encrypted: no Page size: 595.276 x 790.866 pts Page rot: 0 File size: 550342 bytes Optimized: yes PDF version: 1.6 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- 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no 399 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2023-07-28 02:42:38 CEST RepresentationInformation: s13748_021_00242_6.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-07-18 06:12:58 CEST Size: 550342 Format: PDF Version: 1.6 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf Profile: Linearized PDF PDFMetadata: Objects: 592 FreeObjects: 1 IncrementalUpdates: 1 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Language: EN Outlines: Item: Title: The space of models in machine learning: using Markov chains to model transitions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4d3167f4 Children: Item: Title: Abstract Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@ed9d034 Item: Title: 1 Introduction Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6121c9d6 Item: Title: 2 Preliminaries Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@87f383f Children: Item: Title: 2.1 Markov chains Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4eb7f003 Item: Title: 2.2 Probabilistic metric spaces Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@eafc191 Item: Title: 2.3 Metrics for sets of objects Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612fc6eb Item: Title: 3 Probabilistic metric spaces from Markov chains Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1060b431 Children: Item: Title: 3.1 Visited database-based probabilistic metric spaces Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@612679d6 Item: Title: 3.2 Computation and example Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@11758f2a Item: Title: 3.3 Results on the approximation of distance distribution functions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@e720b71 Item: Title: 3.4 Database distance-based probabilistic metric space Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@1b26f7b2 Item: Title: 4 Construction of the distance on the space of models Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@491cc5c9 Item: Title: 5 Summary and conclusions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@74ad1f1f Item: Title: Acknowledgements Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6a1aab78 Item: Title: References Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@462d5aee Info: Title: The space of models in machine learning: using Markov chains to model transitions Author: Vicenç Torra Subject: Progress in Artificial Intelligence, https://doi.org/10.1007/s13748-021-00242-6 Keywords: Machine and statistical learning models,Space of data,Space of models,Hypothesis space,Probabilistic metric spaces Creator: Springer Producer: Acrobat Distiller 10.1.8 (Windows) CreationDate: Mon Apr 12 10:30:26 CEST 2021 ModDate: Fri Aug 06 13:49:24 CEST 2021 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