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Estimating Multinomial Logit Models with Samples of Alternatives [PDF]
This comment reconsiders advice offered by Bruch and Mare regarding sampling choice sets in conditional logistic regression models of residential mobility. Contradicting Bruch and Mare’s advice, past econometric research shows that no statistical correction is needed when using simple random sampling of unchosen alternatives to pare down respondents ...
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The Generalized Multinomial Logit (GMNL) model and the Random Parameter Logit (RPL) model are two specifications of the Mixed Multinomial Logit (MMNL) model. These models can be estimated in preference space or in Willingness-to-Pay (WTP) space.
Xianwen Chen
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The effect of risk factors on crash severity varies across vehicle types. The objective of this study was to explore the risk factors associated with the severity of rural single-vehicle (SV) crashes.
Fulu Wei +5 more
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Background Medical outcomes of interest to clinicians may have multiple categories. Researchers face several options for risk prediction of such outcomes, including dichotomized logistic regression and multinomial logit regression modeling.
Lei Li +3 more
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Development of parameters of multinomial logit models
The use of multinomial logit models for predicting mode-choice decisions for urban travel has gained prominence in recent years. The prime advantage of these models lies in their ability to allocate travel demand among many modes at the same time, as opposed to the traditional binary mode-choice models developed in the early sixties. A major impediment
Khasnabis, S., Cynecki, M.J.
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Among the ways to construct experimental designs having been proposed, orthogonal design, uniform design, and D-efficient design are state-of-the-art methods. This article provides detailed comparisons on the efficiency and robustness among these methods
Hai Zhu +4 more
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Generations, permanent income and housing tenure choice: A multinomial logit model approach [PDF]
This paper examines how generational cohorts influence households’ choices regarding housing tenure and considers the diverse preferences and socio-economic factors that shape decisions—using survey data on 425 families in Ho Chi Minh City ...
Thuy Tien Huynh, Dang Thuy Truong
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Estimation of a constrained multinomial logit model
Identifying the set of available alternatives in a choice process after considering an individual’s bounds or thresholds is a complex process that, in practice, is commonly simplified by assuming exogenous rules in the choice set formation. The Constrained Multinomial Logit (CMNL) model incorporates thresholds in several attributes as a key endogenous ...
Castro, Marisol +2 more
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Background Consumption of sugar-sweetened beverages (SSBs) or sugary drinks may reduce or even eliminate the household income allocation for other essential commodities.
Abul Kalam Azad, Rumana Huque
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Comparing discrete choice and machine learning models in predicting destination choice
Destination choice modeling has long been dominated by theory-based discrete choice models. Simultaneously, machine learning has demonstrated improved predictive performance to other fields of discrete choice modeling.
Ilona Rahnasto, Martijn Hollestelle
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