fe376d7c373489307e93175c00774dff 1-s2.0-S095741742302095X-main.pdf 4606e0bcf896f98e2387b88273e67af94b0119db 1-s2.0-S095741742302095X-main.pdf 5c05e6a5d901131affece677d79b7f02edfd3986dd2d3a7addbdb09c17b6d203 1-s2.0-S095741742302095X-main.pdf Title: Multi-instance learning with application to the profiling of multi-victim homicides Subject: Expert Systems With Applications, 237 (2024) 121593. doi:10.1016/j.eswa.2023.121593 Keywords: Bayesian Network,Combination rule,Criminal profile,Ensemble,Multi-instance (MI) learning,Multiple/mass homicide Author: Rosario Delgado Creator: Elsevier Producer: Acrobat Distiller 8.1.0 (Windows) CreationDate: Tue Sep 19 11:54:46 2023 CEST ModDate: Tue Sep 19 11:57:52 2023 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 15 Encrypted: no Page size: 595.276 x 793.701 pts Page rot: 0 File size: 1205478 bytes Optimized: yes PDF version: 1.7 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- PFUYCM+t1-uni-regular Type 1 Builtin yes yes yes 941 0 HRUWCW+CharisSIL-Italic Type 1 Builtin yes yes yes 945 0 CJNATK+STIXMath-Regular Type 1 Builtin yes yes yes 949 0 GUPIZI+CharisSIL-Bold Type 1 Builtin yes yes yes 953 0 EDSOPI+CharisSIL Type 1 Builtin yes yes yes 957 0 EQHWQJ+CharisSIL CID TrueType Identity-H yes yes yes 917 0 HZXTVM+CharisSIL-Italic CID TrueType Identity-H yes yes yes 588 0 ZIJKUZ+STIXMath-Italic Type 1 Builtin yes yes yes 595 0 WEATAR+lmt-regular Type 1 Builtin yes yes yes 600 0 EYPTYK+STIXMathCalligraphy-Regular Type 1 Builtin yes yes yes 608 0 HLJZLR+u-charis-symbol Type 1 Builtin yes yes yes 245 0 QEKYFD+wasy6 Type 1 Builtin yes yes yes 249 0 GANPTI+STIXMathTyperwriter-Regular Type 1 Builtin yes yes yes 373 0 AYFXGV+STIXMathExtensions-Regular Type 1 Builtin yes yes yes 625 0 XIZBNI+STIXMathScript-Regular Type 1 Builtin yes yes yes 629 0 MWHTQW+CharisSIL-BoldItalic Type 1 Builtin yes yes yes 389 0 VHVHWL+STIXMathSans-Regular Type 1 Builtin yes yes yes 411 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2023-10-20 02:26:03 CEST RepresentationInformation: 1-s2.0-S095741742302095X-main.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-10-19 08:58:15 CEST Size: 1205478 Format: PDF Version: 1.7 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf Profile: Linearized PDF PDFMetadata: Objects: 1081 FreeObjects: 1 IncrementalUpdates: 1 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Language: en-US Outlines: Item: Title: Multi-instance learning with application to the profiling of multi-victim homicides Children: Item: Title: Introduction Children: Item: Title: Related works Item: Title: Paper contributions Item: Title: Materials and Methods Children: Item: Title: The data set Children: Item: Title: Data source Item: Title: Exclusion criteria Item: Title: Data description Item: Title: The probabilistic classifier Item: Title: Ensembling for the MI learning with the unanimity MI assumption Item: Title: Validation procedure Item: Title: Results Children: Item: Title: The Bayesian Network Item: Title: Predicting at the bag level Item: Title: Discussion and Conclusions Item: Title: Declaration of competing interest Item: Title: Data availability Item: Title: Acknowledgments Item: Title: Appendix A. Data set: table of relative frequencies (in %) Item: Title: Appendix B. Additional figures Item: Title: Appendix C. The combination schemes Item: Title: Comparing the combination schemes through accuracy in the binary case Item: Title: References Info: Title: Multi-instance learning with application to the profiling of multi-victim homicides Author: Rosario Delgado Subject: Expert Systems With Applications, 237 (2024) 121593. doi:10.1016/j.eswa.2023.121593 Keywords: Bayesian Network,Combination rule,Criminal profile,Ensemble,Multi-instance (MI) learning,Multiple/mass homicide Creator: Elsevier Producer: Acrobat Distiller 8.1.0 (Windows) CreationDate: Tue Sep 19 11:54:46 CEST 2023 ModDate: Tue Sep 19 11:57:52 CEST 2023 ID: 0x24d1e563cb06733ba24ac7d3dc49f35e, 0x3f29e4134f60add385d122a0312b7e79 Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: EYPTYK+STIXMathCalligraphy-Regular FontSubset: true FirstChar: 67 LastChar: 145 FontDescriptor: FontName: EYPTYK+STIXMathCalligraphy-Regular Flags: Symbolic FontBBox: -53, -455, 1965, 2157 FontFile: true ToUnicode: true Font: BaseFont: MWHTQW+CharisSIL-BoldItalic FontSubset: true FirstChar: 97 LastChar: 121 FontDescriptor: FontName: MWHTQW+CharisSIL-BoldItalic Flags: Symbolic FontBBox: -1517, -1092, 6244, 2600 FontFile: true ToUnicode: true Font: BaseFont: PFUYCM+t1-uni-regular FontSubset: true FirstChar: 46 LastChar: 119 FontDescriptor: FontName: PFUYCM+t1-uni-regular Flags: Symbolic FontBBox: -168, -250, 992, 997 FontFile: true ToUnicode: true Font: BaseFont: HRUWCW+CharisSIL-Italic FontSubset: true FirstChar: 39 LastChar: 242 FontDescriptor: FontName: HRUWCW+CharisSIL-Italic Flags: Symbolic FontBBox: -1467, -1092, 6262, 2600 FontFile: true ToUnicode: true Font: BaseFont: AYFXGV+STIXMathExtensions-Regular FontSubset: true FirstChar: 48 LastChar: 227 FontDescriptor: FontName: AYFXGV+STIXMathExtensions-Regular Flags: Symbolic FontBBox: 15, -3009, 1503, 959 FontFile: true ToUnicode: true Font: BaseFont: ZIJKUZ+STIXMath-Italic FontSubset: true FirstChar: 58 LastChar: 121 FontDescriptor: FontName: ZIJKUZ+STIXMath-Italic Flags: Symbolic FontBBox: -124, -478, 2328, 819 FontFile: true ToUnicode: true Font: BaseFont: CJNATK+STIXMath-Regular FontSubset: true FirstChar: 42 LastChar: 249 FontDescriptor: FontName: CJNATK+STIXMath-Regular Flags: Symbolic FontBBox: -970, -341, 1096, 1023 FontFile: true ToUnicode: true Font: BaseFont: HLJZLR+u-charis-symbol FontSubset: true FirstChar: 42 LastChar: 42 FontDescriptor: FontName: HLJZLR+u-charis-symbol Flags: Symbolic FontBBox: -40, -406, 1645, 1509 FontFile: true ToUnicode: true Font: BaseFont: GANPTI+STIXMathTyperwriter-Regular FontSubset: true FirstChar: 97 LastChar: 116 FontDescriptor: FontName: GANPTI+STIXMathTyperwriter-Regular Flags: Symbolic FontBBox: 2, -406, 1519, 914 FontFile: true ToUnicode: true Font: BaseFont: XIZBNI+STIXMathScript-Regular FontSubset: true FirstChar: 108 LastChar: 108 FontDescriptor: FontName: XIZBNI+STIXMathScript-Regular Flags: Symbolic FontBBox: 0, -324, 1229, 830 FontFile: true ToUnicode: true Font: BaseFont: WEATAR+lmt-regular FontSubset: true FirstChar: 44 LastChar: 121 FontDescriptor: FontName: WEATAR+lmt-regular Flags: Symbolic FontBBox: -208, -316, 731, 841 FontFile: true ToUnicode: true Font: BaseFont: GUPIZI+CharisSIL-Bold FontSubset: true FirstChar: 37 LastChar: 121 FontDescriptor: FontName: GUPIZI+CharisSIL-Bold Flags: Symbolic FontBBox: -1475, -1092, 6144, 2600 FontFile: true ToUnicode: true Font: BaseFont: QEKYFD+wasy6 FontSubset: true FirstChar: 104 LastChar: 104 FontDescriptor: FontName: QEKYFD+wasy6 Flags: Symbolic FontBBox: -13, -1667, 2020, 1250 FontFile: true ToUnicode: true Font: BaseFont: VHVHWL+STIXMathSans-Regular FontSubset: true FirstChar: 153 LastChar: 153 FontDescriptor: FontName: VHVHWL+STIXMathSans-Regular Flags: Symbolic FontBBox: -124, -232, 1151, 819 FontFile: true ToUnicode: true Font: BaseFont: EDSOPI+CharisSIL FontSubset: true FirstChar: 21 LastChar: 252 FontDescriptor: FontName: EDSOPI+CharisSIL Flags: Symbolic FontBBox: -1418, -1092, 6144, 2600 FontFile: true ToUnicode: true XMP: http://creativecommons.org/licenses/by-nc-nd/4.0/ application/pdf 10.1016/j.eswa.2023.121593 Elsevier Ltd Expert Systems With Applications, 237 (2024) 121593. doi:10.1016/j.eswa.2023.121593 Bayesian Network Combination rule Criminal profile Ensemble Multi-instance (MI) learning Multiple/mass homicide Multi-instance learning with application to the profiling of multi-victim homicides Rosario Delgado Héctor Sánchez-Delgado VoR 19th September 2023 Acrobat Distiller 8.1.0 (Windows) Bayesian Network,Combination rule,Criminal profile,Ensemble,Multi-instance (MI) learning,Multiple/mass homicide 19th September 2023 10.1016/j.eswa.2023.121593 noindex journal © 2023 The Author(s). 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