f49dd70ed1352b6b33ab2df437ae05ff pmc_9130330.pdf 4a1d2dd69c49e6baa51aadc4dc60634455bda5a9 pmc_9130330.pdf cfddce90c75e40230b08882cd4519b4c668cc213bc90fb25f7b1bc76dc37cfe7 pmc_9130330.pdf Title: Bayesian network-based over-sampling method (BOSME) with application to indirect cost-sensitive learning Subject: Scientific Reports, https://doi.org/10.1038/s41598-022-12682-8 Author: Rosario Delgado Creator: Springer Producer: Adobe PDF Library 15.0; modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version) CreationDate: Tue May 24 08:38:27 2022 CEST ModDate: Tue May 24 11:15:22 2022 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 18 Encrypted: no Page size: 595.276 x 782.362 pts Page rot: 0 File size: 1948217 bytes Optimized: no PDF version: 1.6 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- GGIWST+Wingdings-Regular Type 1C WinAnsi yes yes yes 1267 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FitWindow: false CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: en-US Outlines: Item: Title: Bayesian network-based over-sampling method (BOSME) with application to indirect cost-sensitive learning Children: Item: Title: Over-sampling. Item: Title: Bayesian networks. Item: Title: Cost-sensitive approach to classification. Item: Title: Bayesian network-based over-sampling method (BOSME) Item: Title: Application: sampling indirect method for cost-sensitive learning Item: Title: Experiments Children: Item: Title: Data sets. Item: Title: Classifiers. Item: Title: Implementation. Item: Title: Results Children: Item: Title: BOSME versus SMOTE. Children: Item: Title: BOSME versus ROSE. Item: Title: Conclusion Item: Title: R packages references Item: Title: References Item: Title: Acknowledgements Info: Title: Bayesian network-based over-sampling method (BOSME) with application to indirect cost-sensitive learning Author: Rosario Delgado Subject: Scientific Reports, https://doi.org/10.1038/s41598-022-12682-8 Creator: Springer Producer: Adobe PDF Library 15.0; modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version) CreationDate: Tue May 24 09:08:27 CEST 2022 ModDate: Tue May 24 11:15:22 CEST 2022 ID: 0xb7390c3da488a145a62affb5d2ebfb1f, 0xb13aec075752b0456ec44d8e4ca58058 Filters: FilterPipeline: FlateDecode FilterPipeline: DCTDecode Images: Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 1418 ImageHeight: 859 ColorSpace: RGB BitsPerSample: 8 BitsPerSampleUnit: integer Intent: RelativeColorimetric Name: X Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 1775 ImageHeight: 1333 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WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It7 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It7 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular25 FontSubset: true FirstChar: 16 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular25 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular3 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular3 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTMI11 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTMI11 Flags: Symbolic FontBBox: 0, -207, 683, 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FontDescriptor: FontName: AUQTWT+MinionPro-Regular22 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTMI2 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTMI2 Flags: Symbolic FontBBox: 0, -207, 683, 676 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular24 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular24 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It5 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It5 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN24 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN24 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It3 FontSubset: true FirstChar: 26 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It3 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular23 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular23 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: MinionPro-Bold FirstChar: 0 LastChar: 255 FontDescriptor: FontName: MinionPro-Bold Flags: Serif, Nonsymbolic FontBBox: -319, -360, 1684, 1024 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: HQTPQF+MinionPro-Bold10 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: HQTPQF+MinionPro-Bold10 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: HQTPQF+MinionPro-Bold9 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: HQTPQF+MinionPro-Bold9 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: HQTPQF+MinionPro-Bold8 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: HQTPQF+MinionPro-Bold8 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: HQTPQF+MinionPro-Bold11 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: HQTPQF+MinionPro-Bold11 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: SWKIOJ+MinionPro-Regular33 FontSubset: true FirstChar: 27 LastChar: 33 FontDescriptor: FontName: SWKIOJ+MinionPro-Regular33 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: SWKIOJ+MinionPro-Regular32 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: SWKIOJ+MinionPro-Regular32 Flags: Symbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It25 FontSubset: true FirstChar: 29 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It25 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It24 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It24 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It22 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It22 Flags: Symbolic, SmallCap FontBBox: -18, -12, 748, 700 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTMI9 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTMI9 Flags: Symbolic FontBBox: 0, -207, 683, 676 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN18 FontSubset: true FirstChar: 27 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN18 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It23 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It23 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular12 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular12 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It26 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It26 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: XOVHGZ+RMTMIB FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: XOVHGZ+RMTMIB Flags: Symbolic FontBBox: 0, -206, 559, 462 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: 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BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN5 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN5 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It8 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It8 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTMI4 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTMI4 Flags: Symbolic FontBBox: 0, -207, 683, 676 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN4 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN4 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-Regular4 FontSubset: true FirstChar: 29 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular4 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular6 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular6 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN7 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN7 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MTSYN9 FontSubset: true FirstChar: 29 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN9 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It13 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It13 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN6 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN6 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It11 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It11 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It12 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It12 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It10 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It10 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN8 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN8 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+CMEX102 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+CMEX102 Flags: Symbolic FontBBox: 0, -2359, 1221, 722 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular26 FontSubset: true FirstChar: 23 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular26 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN25 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN25 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It27 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It27 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It32 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It32 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-Regular13 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-Regular13 Flags: Symbolic, SmallCap FontBBox: 0, -117, 524, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: XOVHGZ+RMTMIB2 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: XOVHGZ+RMTMIB2 Flags: Symbolic FontBBox: 0, -206, 559, 462 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MinionPro-It14 FontSubset: true FirstChar: 24 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It14 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN11 FontSubset: true FirstChar: 28 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN11 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: 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FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It15 FontSubset: true FirstChar: 29 LastChar: 33 FontDescriptor: FontName: AUQTWT+MinionPro-It15 Flags: Symbolic FontBBox: -67, -252, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: AUQTWT+MTSYN20 FontSubset: true FirstChar: 31 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN20 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MTSYN19 FontSubset: true FirstChar: 30 LastChar: 33 FontDescriptor: FontName: AUQTWT+MTSYN19 Flags: Symbolic FontBBox: 0, -181, 987, 689 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: AUQTWT+MinionPro-It28 FontSubset: true FirstChar: 29 LastChar: 33 FontDescriptor: FontName: 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David Núñez-González 10.1038/s41598-022-12682-8 2010-04-23 true springer.com springerlink.com https://doi.org/10.1038/s41598-022-12682-8 10.1038/s41598-022-12682-8 2045-2322 journal Scientific Reports The Author(s) 2010-04-23 true 10.1038/s41598-022-12682-8 noindex springer.com springerlink.com VoR uuid:80ac7ae6-2b50-4e60-a540-6aa99be7b8bc uuid:053fb5fb-b994-4944-91b1-bef4bb0b6d6d default 1 converted uuid:aed7197d-4032-43d0-8f92-e8b865d9e775 converted to PDF/A-2b pdfToolbox 2022-05-24T12:09:24+05:30 converted uuid:b06c4062-3457-46c7-add4-fb917f5b6fc3 converted to PDF/A-2b pdfToolbox 2022-05-24T12:10:05+05:30 Adobe PDF Library 15.0; modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (SPRINGER SBM; licensed version) 2 B Rosario Delgado http://orcid.org/0000-0003-1208-9236 http://ns.adobe.com/pdfx/1.3/ pdfx Adobe Document Info PDF eXtension Schema external Mirrors crossmark:MajorVersionDate CrossmarkMajorVersionDate Text external Mirrors crossmark:CrossmarkDomainExclusive CrossmarkDomainExclusive Text internal Mirrors crossmark:DOI doi Text external Mirrors crossmark:CrosMarkDomains CrossMarkDomains seq Text internal A name object indicating whether the document has been modified to include trapping information robots Text internal ID of PDF/X standard GTS_PDFXVersion Text internal Conformance level of PDF/X standard GTS_PDFXConformance Text internal Company creating the PDF Company Text internal Date when document was last modified SourceModified Text http://crossref.org/crossmark/1.0/ crossmark Crossmark Schema internal Usual same as prism:doi DOI Text external The date when a publication was publishe. 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