152 citations · 152 across the 2 of their papers we have counts for
3 papers
cs.CV2023
Images in Discrete Choice Modeling: Addressing Data Isomorphism in Multi-Modality Inputs
Brian Sifringer, Alexandre Alahi
This paper explores the intersection of Discrete Choice Modeling (DCM) and machine learning, focusing on the integration of image data into DCM's utility functions and its impact o…
cs.CV2021
Interpretable Social Anchors for Human Trajectory Forecasting in Crowds
Parth Kothari, Brian Sifringer, Alexandre Alahi
Human trajectory forecasting in crowds, at its core, is a sequence prediction problem with specific challenges of capturing inter-sequence dependencies (social interactions) and co…
stat.ML2018★ 152 cited
Enhancing Discrete Choice Models with Representation Learning
Brian Sifringer, Virginie Lurkin, Alexandre Alahi
In discrete choice modeling (DCM), model misspecifications may lead to limited predictability and biased parameter estimates. In this paper, we propose a new approach for estimatin…