An axiomatic foundation of conditional logit
This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all options with positive probability, four invariance assumptions are necessary and sufficient for choice probabilities to take McFadden’s conditional logit fo...
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| Published in | Economic theory Vol. 72; no. 1; pp. 245 - 261 |
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| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
Berlin, Heidelberg
Springer
01.07.2021
Springer Berlin Heidelberg Springer Nature B.V |
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| Abstract | This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all options with positive probability, four invariance assumptions are necessary and sufficient for choice probabilities to take McFadden’s conditional logit form: independence of irrelevant alternatives, translation invariance, presentation independence and context independence. Variations on these assumptions yield generalized logit and contextual logit models. This shows that even specific logit models have behavioral foundations in simple invariance assumptions involving observables only, which therefore are directly testable. |
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| AbstractList | This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all options with positive probability, four invariance assumptions are necessary and sufficient for choice probabilities to take McFadden’s conditional logit form: independence of irrelevant alternatives, translation invariance, presentation independence and context independence. Variations on these assumptions yield generalized logit and contextual logit models. This shows that even specific logit models have behavioral foundations in simple invariance assumptions involving observables only, which therefore are directly testable. Abstract This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all options with positive probability, four invariance assumptions are necessary and sufficient for choice probabilities to take McFadden’s conditional logit form: independence of irrelevant alternatives, translation invariance, presentation independence and context independence. Variations on these assumptions yield generalized logit and contextual logit models. This shows that even specific logit models have behavioral foundations in simple invariance assumptions involving observables only, which therefore are directly testable. |
| Audience | Academic |
| Author | Breitmoser, Yves |
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| CitedBy_id | crossref_primary_10_1007_s00199_021_01384_3 crossref_primary_10_2139_ssrn_3953544 crossref_primary_10_1007_s12053_024_10222_z |
| Cites_doi | 10.1016/j.joep.2011.05.007 10.1007/s10683-005-5373-8 10.1016/S0193-2306(08)00004-5 10.1016/j.mathsocsci.2017.09.001 10.3982/ECTA10621 10.1016/j.jeconom.2009.09.003 10.1016/j.jeconom.2009.09.005 10.1016/j.jeconom.2009.09.006 10.1016/j.jebo.2019.05.026 10.1007/s00199-016-1025-9 10.1023/B:EXEC.0000026978.14316.74 10.1037/h0070288 10.1257/aer.104.5.495 10.1007/s00199-017-1033-4 10.1257/jep.24.2.69 10.1257/aer.20130047 10.1017/CBO9781139086578 10.1038/19525 10.1016/j.jeconom.2009.09.004 10.1007/s10683-011-9283-7 10.3982/TE2653 10.1257/jep.24.2.47 10.3982/ECTA12660 10.1007/s10683-011-9280-x 10.1007/s00199-018-1145-5 10.1016/j.jeconom.2009.10.012 |
| ContentType | Journal Article |
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| Snippet | This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all options with... Abstract This paper considers a decision maker choosing from a set of options when options have multiple real-valued attributes. Assuming DM chooses all... |
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| SubjectTerms | Assumptions Axiomatic foundation Conditional logit Economic theory Economic Theory/Quantitative Economics/Mathematical Methods Economics Economics and Finance Expected utility Game Theory Microeconomics Public Finance Research Article Social and Behav. Sciences Translation Utility functions |
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| Title | An axiomatic foundation of conditional logit |
| URI | https://www.econstor.eu/handle/10419/288465 https://link.springer.com/article/10.1007/s00199-020-01281-1 https://www.proquest.com/docview/2550944134 |
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