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Cover: 9781108819404 | Interpreting Discrete Choice Models | Garrett Glasgow | Taschenbuch
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Interpreting Discrete Choice Models
Taschenbuch von Garrett Glasgow
Sprache: Englisch

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Beschreibung
In discrete choice models the relationships between the independent variables and the choice probabilities are nonlinear, depending on both the value of the particular independent variable being interpreted and the values of the other independent variables. Thus, interpreting the magnitude of the effects (the ¿substantive effects¿) of the independent variables on choice behavior requires the use of additional interpretative techniques. Three common techniques for interpretation are described here: first differences, marginal effects and elasticities, and odds ratios. Concepts related to these techniques are also discussed, as well as methods to account for estimation uncertainty. Interpretation of binary logits, ordered logits, multinomial and conditional logits, and mixed discrete choice models such as mixed multinomial logits and random effects logits for panel data are covered in detail. The techniques discussed here are general, and can be applied to other models with discrete dependent variables which are not specifically described here.
In discrete choice models the relationships between the independent variables and the choice probabilities are nonlinear, depending on both the value of the particular independent variable being interpreted and the values of the other independent variables. Thus, interpreting the magnitude of the effects (the ¿substantive effects¿) of the independent variables on choice behavior requires the use of additional interpretative techniques. Three common techniques for interpretation are described here: first differences, marginal effects and elasticities, and odds ratios. Concepts related to these techniques are also discussed, as well as methods to account for estimation uncertainty. Interpretation of binary logits, ordered logits, multinomial and conditional logits, and mixed discrete choice models such as mixed multinomial logits and random effects logits for panel data are covered in detail. The techniques discussed here are general, and can be applied to other models with discrete dependent variables which are not specifically described here.
Inhaltsverzeichnis
1. Introduction; 2. Accounting for Statistical Uncertainty in Estimates of Substantive Effects; 3. Substantive Effects in Binary Choice Models; 4. Substantive Effects in Ordered Choice Models; 5. Substantive Effects in Multinomial Choice Models; 6. Interpretation of Mixed Discrete Choice Models; 7. Extensions.
Details
Erscheinungsjahr: 2022
Genre: Importe, Politikwissenschaften
Rubrik: Wissenschaften
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781108819404
ISBN-10: 1108819400
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Glasgow, Garrett
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 229 x 152 x 5 mm
Von/Mit: Garrett Glasgow
Erscheinungsdatum: 15.04.2022
Gewicht: 0,136 kg
Artikel-ID: 121202260
Inhaltsverzeichnis
1. Introduction; 2. Accounting for Statistical Uncertainty in Estimates of Substantive Effects; 3. Substantive Effects in Binary Choice Models; 4. Substantive Effects in Ordered Choice Models; 5. Substantive Effects in Multinomial Choice Models; 6. Interpretation of Mixed Discrete Choice Models; 7. Extensions.
Details
Erscheinungsjahr: 2022
Genre: Importe, Politikwissenschaften
Rubrik: Wissenschaften
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781108819404
ISBN-10: 1108819400
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Glasgow, Garrett
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 229 x 152 x 5 mm
Von/Mit: Garrett Glasgow
Erscheinungsdatum: 15.04.2022
Gewicht: 0,136 kg
Artikel-ID: 121202260
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