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Discrete Choice Models

Papers

Showing 150 of 104 papers

TitleStatusHype
A prediction and behavioural analysis of machine learning methods for modelling travel mode choiceCode1
Combining Discrete Choice Models and Neural Networks through Embeddings: Formulation, Interpretability and PerformanceCode1
Choice Set Optimization Under Discrete Choice Models of Group DecisionsCode1
Enhancing Discrete Choice Models with Representation LearningCode1
A break from the norm? Parametric representations of preference heterogeneity for discrete choice models in health0
Bayesian Deep Learning for Discrete Choice0
A Feedback Control Framework for Incentivised Suburban Parking Utilisation and Urban Core Traffic Relief0
Two Level Nested and Sequential Logit0
Designing Graph Convolutional Neural Networks for Discrete Choice with Network Effects0
Model-Adaptive Approach to Dynamic Discrete Choice Models with Large State Spaces0
Universal Inference for Incomplete Discrete Choice Models0
RUM-NN: A Neural Network Model Compatible with Random Utility Maximisation for Discrete Choice Setups0
Fully Data-driven but Interpretable Human Behavioural Modelling with Differentiable Discrete Choice Model0
A utility-based spatial analysis of residential street-level conditions; A case study of Rotterdam0
The Relevance of Item-Co-Exposure For Exposure Bias Mitigation0
Choice-Learn: Large-scale choice modeling for operational contexts through the lens of machine learningCode0
Sensitivity Analysis for Dynamic Discrete Choice Models0
Deep Learning for the Estimation of Heterogeneous Parameters in Discrete Choice Models0
Simulation in discrete choice models evaluation: SDCM, a simulation tool for performance evaluation of DCMs0
Enhancing Travel Choice Modeling with Large Language Models: A Prompt-Learning Approach0
Conditional Choice Probability Estimation of Dynamic Discrete Choice Models with 2-period Finite Dependence0
The geometry of consumer preference aggregation0
Quasi-Bayesian Estimation and Inference with Control Functions0
The Mixed Aggregate Preference Logit Model: A Machine Learning Approach to Modeling Unobserved Heterogeneity in Discrete Choice AnalysisCode0
Evaluating the Determinants of Mode Choice Using Statistical and Machine Learning Techniques in the Indian Megacity of Bengaluru0
Equilibrium Multiplicity: A Systematic Approach using Homotopies, with an Application to Chicago0
Semiparametric Discrete Choice Models for Bundles0
Transformer Choice Net: A Transformer Neural Network for Choice Prediction0
Sharp and Robust Estimation of Partially Identified Discrete Response Models0
Discrete Choice Multi-Armed Bandits0
Discrete-Choice Model with Generalized Additive Utility Network0
Existence of a Competitive Equilibrium with Substitutes, with Applications to Matching and Discrete Choice Models0
Computer vision-enriched discrete choice models, with an application to residential location choice0
A Neural Network Based Choice Model for Assortment Optimization0
Semiparametric Discrete Choice Models for Bundles0
Network-based Representations and Dynamic Discrete Choice Models for Multiple Discrete Choice Analysis0
Incorporating Domain Knowledge in Deep Neural Networks for Discrete Choice Models0
Enhanced multilayer perceptron with feature selection and grid search for travel mode choice prediction0
A Data-Driven State Aggregation Approach for Dynamic Discrete Choice Models0
Faster estimation of dynamic discrete choice models using index invertibility0
Attitudes and Latent Class Choice Models using Machine learning0
Revisiting Panel Data Discrete Choice Models with Lagged Dependent Variables0
A Data Fusion Approach for Ride-sourcing Demand Estimation: A Discrete Choice Model with Sampling and Endogeneity Corrections0
Learning Consumer Preferences from Bundle Sales Data0
A Recursive Partitioning Approach for Dynamic Discrete Choice Modeling in High Dimensional Settings0
Representing Random Utility Choice Models with Neural NetworksCode0
Nested bandits0
Graph-Based Methods for Discrete ChoiceCode0
Approximating Choice Data by Discrete Choice Models0
A Note on "A survey of preference estimation with unobserved choice set heterogeneity" by Gregory S. Crawford, Rachel Griffith, and Alessandro Iaria0
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