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The objects are described by a vector of attribute values and the assignment function is monotone w.r.t. the attribute values (monotone sorting problem). Our approach is based on a model used in multicriteria decision analysis (MCDA), called MR-Sort. This model determines the assigned class on the basis of a majority rule and an artificial object that is a typical lower profile of the category. MR-Sort is a simplified variant of the ELECTRE TRI method. We describe an algorithm designed for learning such a model on the basis of assignment examples. We compare its performance with choquistic regression, a method recently proposed in the preference learning community, and with UTADIS, another MCDA method leaning on an additive value function (utility) model. Our experimentation shows that MR-Sort competes with the other two methods, and leads to a model that is interpretable.", "publicationTitle": "International Transactions in Operational Research", "publisher": "", "place": "", "date": "", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1111/itor.12512", "citationKey": "", "url": "", "accessDate": "2018-08-21T18:02:17Z", "PMID": "", "PMCID": "", "ISSN": "1475-3995", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "Wiley Online Library", "callNumber": "", "rights": "© 2018 The Authors. International Transactions in Operational Research © 2018 International Federation of Operational Research Societies", "extra": "", "tags": [ { "tag": "Classification", "type": 1 }, { "tag": "Multiple criteria decision analysis", "type": 1 }, { "tag": "heuristic", "type": 1 }, { "tag": "majority rule sorting", "type": 1 }, { "tag": "preference learning", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2018-08-21T18:02:17Z", "dateModified": "2018-08-21T18:02:29Z" } }, { "key": "6UENIAPD", "version": 1113, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/6UENIAPD", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/6UENIAPD", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Keeney and Raiffa", "parsedDate": "1993-08", "numChildren": 0 }, "data": { "key": "6UENIAPD", "version": 1113, "itemType": "book", "title": "Decisions with multiple objectives: preferences and value tradeoffs", "creators": [ { "creatorType": "author", "firstName": "Ralph L.", "lastName": "Keeney" }, { "creatorType": "author", "firstName": "Howard", "lastName": "Raiffa" } ], "abstractNote": "Many of the complex problems faced by decision makers involve multiple conflicting objectives. This book describes how a confused decision maker, who wishes to make a reasonable and responsible choice among alternatives, can systematically probe his true feelings in order to make those critically important, vexing tradeoffs between incommensurable objectives. The theory is illustrated by many real concrete examples taken from a host of disciplinary settings. The standard approach in decision theory or decision analysis specifies a simplified single objective like monetary return to maximize. By generalizing from the single objective case to the multiple objective case, this book considerably widens the range of applicability of decision analysis.", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "Aug. 1993", "publisher": "Cambridge University Press", "place": "New York, NY, USA", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "978-0-521-43883-4", "DOI": "", "citationKey": "", "url": "https://doi.org/10.1017/CBO9781139174084", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Decisions with multiple objectives", "language": "English", "libraryCatalog": "Open WorldCat", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2013-09-14T18:18:41Z", "dateModified": "2018-02-16T19:40:47Z" } }, { "key": "89TVR94X", "version": 1112, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/89TVR94X", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/89TVR94X", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Lipton", "parsedDate": "2016-06-10", "numChildren": 1 }, "data": { "key": "89TVR94X", "version": 1112, "itemType": "journalArticle", "title": "The Mythos of Model Interpretability", "creators": [ { "creatorType": "author", "firstName": "Zachary C.", "lastName": "Lipton" } ], "abstractNote": "Supervised machine learning models boast remarkable predictive capabilities. But can you trust your model? Will it work in deployment? What else can it tell you about the world? We want models to be not only good, but interpretable. And yet the task of interpretation appears underspecified. Papers provide diverse and sometimes non-overlapping motivations for interpretability, and offer myriad notions of what attributes render models interpretable. Despite this ambiguity, many papers proclaim interpretability axiomatically, absent further explanation. In this paper, we seek to refine the discourse on interpretability. First, we examine the motivations underlying interest in interpretability, finding them to be diverse and occasionally discordant. Then, we address model properties and techniques thought to confer interpretability, identifying transparency to humans and post-hoc explanations as competing notions. Throughout, we discuss the feasibility and desirability of different notions, and question the oft-made assertions that linear models are interpretable and that deep neural networks are not.", "publicationTitle": "arXiv:1606.03490 [cs, stat]", "publisher": "", "place": "", "date": "2016-06-10", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "http://arxiv.org/abs/1606.03490", "accessDate": "2017-12-28T14:25:59Z", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "arXiv.org", "callNumber": "", "rights": "", "extra": "arXiv: 1606.03490", "tags": [ { "tag": "Computer Science - Artificial Intelligence", "type": 1 }, { "tag": "Computer Science - Computer Vision and Pattern Recognition", "type": 1 }, { "tag": "Computer Science - Learning", "type": 1 }, { "tag": "Computer Science - Neural and Evolutionary Computing", "type": 1 }, { "tag": "Statistics - Machine Learning", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2017-12-28T14:25:59Z", "dateModified": "2017-12-28T14:25:59Z" } }, { "key": "AM3AE7WV", "version": 1112, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/AM3AE7WV", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/AM3AE7WV", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/8899/items/89TVR94X", "type": "application/json" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "AM3AE7WV", "version": 1112, "parentItem": "89TVR94X", "itemType": "note", "note": "Comment: presented at 2016 ICML Workshop on Human Interpretability in Machine Learning (WHI 2016), New York, NY", "tags": [], "relations": {}, "dateAdded": "2017-12-28T14:25:59Z", "dateModified": "2017-12-28T14:25:59Z" } }, { "key": "T3T6XIGV", "version": 1111, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/T3T6XIGV", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/T3T6XIGV", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Sen", "parsedDate": "1997", "numChildren": 0 }, "data": { "key": "T3T6XIGV", "version": 1111, "itemType": "journalArticle", "title": "Maximization and the act of choice", "creators": [ { "creatorType": "author", "firstName": "A.K.", "lastName": "Sen" } ], "abstractNote": "", "publicationTitle": "Econometrica", "publisher": "", "place": "", "date": "1997", "volume": "65", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "745-779", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.2307/2171939", "citationKey": "", "url": "", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2010-03-29T16:43:45Z", "dateModified": "2017-12-19T14:24:23Z" } }, { "key": "P9MUDNIE", "version": 1110, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/P9MUDNIE", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/P9MUDNIE", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Greco et al.", "parsedDate": "2011-10-01", "numChildren": 1 }, "data": { "key": "P9MUDNIE", "version": 1110, "itemType": "journalArticle", "title": "ELECTREGKMS: Robust ordinal regression for outranking methods", "creators": [ { "creatorType": "author", "firstName": "Salvatore", "lastName": "Greco" }, { "creatorType": "author", "firstName": "Miłosz", "lastName": "Kadziński" }, { "creatorType": "author", "firstName": "Vincent", "lastName": "Mousseau" }, { "creatorType": "author", "firstName": "Roman", "lastName": "Słowiński" } ], "abstractNote": "We present a new method, called ELECTREGKMS, which employs robust ordinal regression to construct a set of outranking models compatible with preference information. The preference information supplied by the decision maker (DM) is composed of pairwise comparisons stating the truth or falsity of the outranking relation for some real or fictitious reference alternatives. Moreover, the DM specifies some ranges of variation of comparison thresholds on considered pseudo-criteria. Using robust ordinal regression, the method builds a set of values of concordance indices, concordance thresholds, indifference, preference, and veto thresholds, for which all specified pairwise comparisons can be restored. Such sets are called compatible outranking models. Using these models, two outranking relations are defined, necessary and possible. Whether for an ordered pair of alternatives there is necessary or possible outranking depends on the truth of outranking relation for all or at least one compatible model, respectively. Distinguishing the most certain recommendation worked out by the necessary outranking, and a possible recommendation worked out by the possible outranking, ELECTREGKMS answers questions of robustness concern. The method is intended to be used interactively with incremental specification of pairwise comparisons, possibly with decreasing confidence levels. In this way, the necessary and possible outranking relations can be, respectively, enriched or impoverished with the growth of the number of pairwise comparisons. Furthermore, the method is able to identify troublesome pieces of preference information which are responsible for incompatibility. The necessary and possible outranking relations are to be exploited as usual outranking relations to work out recommendation in choice or ranking problems. The introduced approach is illustrated by a didactic example showing how ELECTREGKMS can support real-world decision problems.", "publicationTitle": "European Journal of Operational Research", "publisher": "", "place": "", "date": "octobre 1, 2011", "volume": "214", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "118-135", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1016/j.ejor.2011.03.045", "citationKey": "", "url": "", "accessDate": "2011-10-09T15:10:15Z", "PMID": "", "PMCID": "", "ISSN": "0377-2217", "archive": "", "archiveLocation": "", "shortTitle": "ELECTREGKMS", "language": "", "libraryCatalog": "ScienceDirect", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "ELECTRE-like method", "type": 1 }, { "tag": "Multiple criteria ranking and choice", "type": 1 }, { "tag": "Outranking relation", "type": 1 }, { "tag": "Robust ordinal regression", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2012-04-26T16:42:32Z", "dateModified": "2017-06-29T19:35:41Z" } }, { "key": "3CRF8DE3", "version": 1109, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/3CRF8DE3", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/3CRF8DE3", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "MacCrimmon and Larsson", "parsedDate": "1979", "numChildren": 0 }, "data": { "key": "3CRF8DE3", "version": 1109, "itemType": "bookSection", "title": "Utility Theory: Axioms Versus ‘Paradoxes’", "creators": [ { "creatorType": "author", "firstName": "Kenneth R.", "lastName": "MacCrimmon" }, { "creatorType": "author", "firstName": "Stig", "lastName": "Larsson" }, { "creatorType": "editor", "firstName": "Maurice", "lastName": "Allais" }, { "creatorType": "editor", "firstName": "Ole", "lastName": "Hagen" } ], "abstractNote": "Few attempts have yet been made to interrelate the major axiom systems of expected utility theory such as those presented by von Neumann—Morgenstern, Marschak, Savage, and Arrow. This paper attempts to consolidate the theoretical and empirical research on these axioms by showing the correspondences among the major axioms of each system and highlighting their similarities and differences in dealing with concepts such as probability and utility. Allais, Ellsberg, and others have proposed decision problems which are designed to elicit choices which violate the utility axioms. To the extent that people accept the axioms, choices which violate the axioms can be considered ‘paradoxical’. Whether people make such choices is an empirical matter, and we therefore investigate the rate of violation in previous and new experimental studies. Our results show that although there is considerable violation of the utility axioms, the rate can fall drastically as the probability and pay-off parameters are varied away from critical levels. To provide a better understanding of the implications of the axioms and their relationship to some of the decision ‘paradoxes’, we have stated the implications as ‘rules’. Since the subjects were asked to rate the appeal of each rule as a decision norm, we can determine the relative attractiveness of each rule and can show the relationship between subjects’ actual choices and their agreement with the rules which guide choice. We found that people often prefer rules which contradict choices they have made.", "bookTitle": "Expected Utility Hypotheses and the Allais Paradox", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "1979", "publisher": "Springer Netherlands", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "pages": "333-409", "ISBN": "978-90-481-8354-8 978-94-015-7629-1", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/978-94-015-7629-1_15", "accessDate": "2017-06-07T11:54:22Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "Utility Theory", "language": "en", "libraryCatalog": "link.springer.com", "callNumber": "", "rights": "©1979 Springer Science+Business Media Dordrecht", "extra": "DOI: 10.1007/978-94-015-7629-1_15", "tags": [ { "tag": "Methodology of the Social Sciences", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2017-06-07T11:54:22Z", "dateModified": "2017-06-26T14:23:38Z" } }, { "key": "NMI6JUAC", "version": 1108, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/NMI6JUAC", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/NMI6JUAC", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Bouyssou and Pirlot", "parsedDate": "2015-06-01", "numChildren": 0 }, "data": { "key": "NMI6JUAC", "version": 1108, "itemType": "journalArticle", "title": "A consolidated approach to the axiomatization of outranking relations: a survey and new results", "creators": [ { "creatorType": "author", "firstName": "Denis", "lastName": "Bouyssou" }, { "creatorType": "author", "firstName": "Marc", "lastName": "Pirlot" } ], "abstractNote": "Outranking relations such as produced by the Electre I or II or the Tactic methods are based on a concordance and non-discordance principle that leads to declaring that an alternative is “superior” to another, if the coalition of attributes supporting this proposition is “sufficiently important” (concordance condition) and if there is no attribute that “strongly rejects” it (non-discordance condition). Such a way of comparing alternatives is rather natural and does not require a detailed analysis of tradeoffs between the various attributes. However, it is well known that it may produce binary relations that do not possess any remarkable property of transitivity or completeness. The axiomatic foundations of outranking relations have recently received attention. Within a conjoint measurement framework, characterizations of reflexive concordance–discordance relations have been obtained. These relations encompass those generated by the Electre I and II methods, which are non-strict (reflexive) relations. A different characterization has been provided for strict (asymmetric) preference relations such as produced by Tactic. In this paper we briefly review the various kinds of axiomatizations of outranking relations proposed so far in the literature. Then we analyze the relationships between reflexive and asymmetric outranking relations in a conjoint measurement framework, consolidating our previous work. Co-duality plays an essential rôle in our analysis. It allows us to understand the correspondence between the previous characterizations. Making a step further, we provide a common axiomatic characterization for both types of relations. Applying the co-duality operator to concordance–discordance relations also yields a new and interesting type of preference relation that we call concordance relation with bonus. The axiomatic characterization of such relations results directly from co-duality arguments.", "publicationTitle": "Annals of Operations Research", "publisher": "", "place": "", "date": "2015/06/01", "volume": "229", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "159-212", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "Ann Oper Res", "DOI": "10.1007/s10479-015-1803-y", "citationKey": "", "url": "", "accessDate": "2017-06-17T17:12:09Z", "PMID": "", "PMCID": "", "ISSN": "0254-5330, 1572-9338", "archive": "", "archiveLocation": "", "shortTitle": "A consolidated approach to the axiomatization of outranking relations", "language": "en", "libraryCatalog": "link.springer.com", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2017-06-17T17:12:09Z", "dateModified": "2017-06-17T17:12:27Z" } }, { "key": "NVEFJCU3", "version": 1099, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/NVEFJCU3", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/NVEFJCU3", "type": "text/html" }, "up": { "href": "https://api.zotero.org/groups/8899/items/CI55X64J", "type": "application/json" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "NVEFJCU3", "version": 1099, "parentItem": "CI55X64J", "itemType": "note", "note": "

\"The foundations of a positive theory of choice involving risk and a criticism of the postulates and axioms of the American school [by] Maurice Allais\": p. 27-145.\"

", "tags": [], "relations": {}, "dateAdded": "2017-06-07T11:41:14Z", "dateModified": "2017-06-07T11:41:14Z" } }, { "key": "GI9VD5WF", "version": 1098, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/GI9VD5WF", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/GI9VD5WF", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Allais and Hagen", "parsedDate": "1979", "numChildren": 1 }, "data": { "key": "GI9VD5WF", "version": 1098, "itemType": "book", "title": "Expected utility hypotheses and the Allais paradox", "creators": [ { "creatorType": "editor", "firstName": "M.", "lastName": "Allais" }, { "creatorType": "editor", "firstName": "O.", "lastName": "Hagen" } ], "abstractNote": "", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "1979", "publisher": "D. Reidel", "place": "Dordrecht", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/978-94-015-7629-1", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2010-03-29T16:43:45Z", "dateModified": "2017-05-17T12:39:06Z" } }, { "key": "U4QXS9CN", "version": 1097, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/U4QXS9CN", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/U4QXS9CN", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Figueira et al.", "parsedDate": "2005", "numChildren": 2 }, "data": { "key": "U4QXS9CN", "version": 1097, "itemType": "book", "title": "Multiple Criteria Decision Analysis: State of the Art Surveys", "creators": [ { "creatorType": "editor", "firstName": "J.", "lastName": "Figueira" }, { "creatorType": "editor", "firstName": "S.", "lastName": "Greco" }, { "creatorType": "editor", "firstName": "M.", "lastName": "Ehrgott" } ], "abstractNote": "", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "2005", "publisher": "Springer Verlag", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/b100605", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2010-03-29T16:43:45Z", "dateModified": "2017-05-07T17:27:51Z" } }, { "key": "66BXCRXP", "version": 1096, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/66BXCRXP", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/66BXCRXP", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "numChildren": 1 }, "data": { "key": "66BXCRXP", "version": 1096, "itemType": "book", "title": "Trends in Multiple Criteria Decision Analysis", "creators": [], "abstractNote": "Multiple Criteria Decision Analysis (MCDA) is the study of methods and procedures by which concerns about multiple conflicting criteria can be formally incorporated into the management planning process. A key area of research in ...", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "", "publisher": "", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/978-1-4419-5904-1", "accessDate": "2014-04-22T22:45:15Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "www.springer.com", "callNumber": "", "rights": "", "extra": "", "tags": [ { "tag": "Game Theory / Mathematical Methods", "type": 1 }, { "tag": "Operation Research / Decision Theory", "type": 1 }, { "tag": "Trends in Multiple Criteria Decision Analysis", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2014-04-22T22:45:15Z", "dateModified": "2017-05-07T17:26:30Z" } }, { "key": "NS5CTT5J", "version": 1095, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/NS5CTT5J", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/NS5CTT5J", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Bisdorff et al.", "parsedDate": "2015", "numChildren": 0 }, "data": { "key": "NS5CTT5J", "version": 1095, "itemType": "book", "title": "Evaluation and Decision Models with Multiple Criteria", "creators": [ { "creatorType": "editor", "firstName": "Raymond", "lastName": "Bisdorff" }, { "creatorType": "editor", "firstName": "Luis C.", "lastName": "Dias" }, { "creatorType": "editor", "firstName": "Patrick", "lastName": "Meyer" }, { "creatorType": "editor", "firstName": "Vincent", "lastName": "Mousseau" }, { "creatorType": "editor", "firstName": "Marc", "lastName": "Pirlot" } ], "abstractNote": "", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "2015", "publisher": "Springer Berlin Heidelberg", "place": "Berlin, Heidelberg", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "978-3-662-46815-9 978-3-662-46816-6", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/978-3-662-46816-6", "accessDate": "2016-10-14T11:48:57Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "CrossRef", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2016-10-14T11:48:57Z", "dateModified": "2017-05-07T17:24:53Z" } }, { "key": "97D8G79W", "version": 1094, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/97D8G79W", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/97D8G79W", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Greco et al.", "parsedDate": "2016", "numChildren": 0 }, "data": { "key": "97D8G79W", "version": 1094, "itemType": "book", "title": "Multiple Criteria Decision Analysis - State of the Art Surveys", "creators": [ { "creatorType": "editor", "firstName": "Salvatore", "lastName": "Greco" }, { "creatorType": "editor", "firstName": "Matthias", "lastName": "Ehrgott" }, { "creatorType": "editor", "firstName": "José Rui", "lastName": "Figueira" } ], "abstractNote": "In two volumes, this new edition presents the state of the art in Multiple Criteria Decision Analysis (MCDA). Reflecting the explosive growth in the field...", "series": "", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "2", "date": "2016", "publisher": "", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "", "ISBN": "", "DOI": "", "citationKey": "", "url": "http://doi.org/10.1007/978-1-4939-3094-4", "accessDate": "2016-11-17T20:28:33Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "www.springer.com", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2016-11-17T20:28:33Z", "dateModified": "2016-11-17T20:30:16Z" } }, { "key": "FJCXMH8T", "version": 1091, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/FJCXMH8T", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/FJCXMH8T", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Roy and Słowiński", "parsedDate": "2013-05-17", "numChildren": 1 }, "data": { "key": "FJCXMH8T", "version": 1091, "itemType": "journalArticle", "title": "Questions guiding the choice of a multicriteria decision aiding method", "creators": [ { "creatorType": "author", "firstName": "Bernard", "lastName": "Roy" }, { "creatorType": "author", "firstName": "Roman", "lastName": "Słowiński" } ], "abstractNote": "We formulate some questions that may help an analyst to choose a multicriteria decision aiding method well adapted to the decision context. These questions take into account several aspects of the decision process and of the cooperation between the analyst and the decision maker. We present these questions in a hierarchical order, from the most general and crucial, through other pertinent questions concerning the multicriteria aggregation, to the secondary ones. The initial question is what type of results the method is expected to bring. The next questions concern requirements on preference scales, acquisition of preference information, handling of imperfect knowledge, acceptance of compensation among criteria, and existence of interaction among criteria. The last questions are about intelligibility, axiomatic characterization, and weaknesses of the considered methods. To illustrate these questions, we introduce twelve representative and realistic decision contexts.", "publicationTitle": "EURO Journal on Decision Processes", "publisher": "", "place": "", "date": "2013/05/17", "volume": "1", "issue": "1-2", "section": "", "partNumber": "", "partTitle": "", "pages": "69-97", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "EURO J Decis Process", "DOI": "10.1007/s40070-013-0004-7", "citationKey": "", "url": "", "accessDate": "2016-10-18T13:05:39Z", "PMID": "", "PMCID": "", "ISSN": "2193-9438, 2193-9446", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "link.springer.com.gate3.inist.fr", "callNumber": "", "rights": "", "extra": "", "tags": [], "collections": [], "relations": {}, "dateAdded": "2016-10-18T13:05:39Z", "dateModified": "2016-10-18T13:16:36Z" } }, { "key": "6SQBWCUV", "version": 1087, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/6SQBWCUV", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/6SQBWCUV", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Salo and Hämäläinen", "parsedDate": "2010", "numChildren": 2 }, "data": { "key": "6SQBWCUV", "version": 1087, "itemType": "bookSection", "title": "Multicriteria Decision Analysis in Group Decision Processes", "creators": [ { "creatorType": "author", "firstName": "Ahti", "lastName": "Salo" }, { "creatorType": "author", "firstName": "Raimo P.", "lastName": "Hämäläinen" }, { "creatorType": "editor", "firstName": "D. Marc", "lastName": "Kilgour" }, { "creatorType": "editor", "firstName": "Colin", "lastName": "Eden" } ], "abstractNote": "Important decisions are often taken by groups of decision makers who need to make choices among several alternatives, based on an appraisal of how the alternatives are likely to perform with regard to multiple objectives. Such decision processes can be supported by the methods of multi-criteria decision analysis (MCDA) which help generate decision recommendations and offer process benefits in terms of enhanced decision quality, improved communication, and enhanced commitment to decision implementation. In this chapter, we outline widely used MCDA methods and consider their uses in group decision making. We also review selected case studies and offer guidelines for the design of MCDA-assisted group decision processes. We conclude with thoughts on promising application domains and future research topics.", "bookTitle": "Handbook of Group Decision and Negotiation", "series": "Advances in Group Decision and Negotiation", "seriesNumber": "4", "volume": "", "numberOfVolumes": "", "edition": "", "date": "2010", "publisher": "Springer Netherlands", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "pages": "269-283", "ISBN": "978-90-481-9096-6 978-90-481-9097-3", "DOI": "", "citationKey": "", "url": "http://link.springer.com.gate3.inist.fr/chapter/10.1007/978-90-481-9097-3_16", "accessDate": "2016-10-16T10:26:02Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "link.springer.com.gate3.inist.fr", "callNumber": "", "rights": "©2010 Springer Science+Business Media B.V.", "extra": "DOI: 10.1007/978-90-481-9097-3_16", "tags": [ { "tag": "Applications of Mathematics", "type": 1 }, { "tag": "Artificial Intelligence (incl. Robotics)", "type": 1 }, { "tag": "Econometrics", "type": 1 }, { "tag": "Economic Theory/Quantitative Economics/Mathematical Methods", "type": 1 }, { "tag": "Game Theory, Economics, Social and Behav. Sciences", "type": 1 }, { "tag": "Operation Research/Decision Theory", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2016-10-16T10:26:02Z", "dateModified": "2016-10-16T10:26:02Z" } }, { "key": "K79K5QZA", "version": 1086, "library": { "type": "group", "id": 8899, "name": "MCDA", "links": { "alternate": { "href": "https://www.zotero.org/groups/mcda", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/8899/items/K79K5QZA", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/mcda/items/K79K5QZA", "type": "text/html" } }, "meta": { "createdByUser": { "id": 97818, "username": "olivier.cailloux", "name": "Olivier Cailloux", "links": { "alternate": { "href": "https://www.zotero.org/olivier.cailloux", "type": "text/html" } } }, "creatorSummary": "Kilgour and Eden", "parsedDate": "2010", "numChildren": 0 }, "data": { "key": "K79K5QZA", "version": 1086, "itemType": "book", "title": "Handbook of Group Decision and Negotiation", "creators": [ { "creatorType": "editor", "firstName": "D. 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The use of hydrogen as a possible alternative fuel for automotive applications is envisaged by car manufacturers. However, before a large scale commercialization of hydrogen vehicles, numerous challenges have to be faced, among which the on-board storage of hydrogen. This paper provides a description of the implementation of an MCDA approach for evaluating various competing hydrogen storage technologies for future vehicles. This implementation has been conducted within the STORHY European research project. The MACBETH method has been identified as an appropriate approach for the evaluation and comparison of the technologies from a technical point of view. The evaluation process has been entirely implemented on one hand with several experts from CEA and on the other hand with one of the STORHY car manufacturers. The implementation within the project confirmed that this evaluation method could be used for “application-oriented” multicriteria evaluations. 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