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Latent Class Choice Models (LCCM) are extensions of discrete choice models (DCMs) that capture unobserved heterogeneity in the choice process by segmenting the population based on the assumption of preference similarities. We present a…

This study presents a semi-nonparametric Latent Class Choice Model (LCCM) with a flexible class membership component. The proposed model formulates the latent classes using mixture models as an alternative approach to the traditional random…

计量经济学 · 经济学 2023-08-07 Georges Sfeir , Maya Abou-Zeid , Filipe Rodrigues , Francisco Camara Pereira , Isam Kaysi

Ride-sourcing services offered by companies like Uber and Didi have grown rapidly in the last decade. Understanding the demand for these services is essential for planning and managing modern transportation systems. Existing studies develop…

计量经济学 · 经济学 2022-12-06 Rico Krueger , Michel Bierlaire , Prateek Bansal

Crowding valuation of subway riders is an important input to various supply-side decisions of transit operators. The crowding cost perceived by a transit rider is generally estimated by capturing the trade-off that the rider makes between…

应用统计 · 统计学 2020-07-09 Prateek Bansal , Daniel Hörcher , Daniel J. Graham

Human decision making underlies data generating process in multiple application areas, and models explaining and predicting choices made by individuals are in high demand. Discrete choice models are widely studied in economics and…

社会与信息网络 · 计算机科学 2017-11-06 Danqing Zhang , Kimon Fountoulakis , Junyu Cao , Michael Mahoney , Alexei Pozdnoukhov

Haynes et al. (1977) derived a nonlinear differential equation to determine the spread of innovations within a social network across space and time. This model depends upon the imitators and the innovators within the social system, where…

物理与社会 · 物理学 2017-10-11 Laura Hattam , Danica Vukadinovic Greetham

Stream media content caching is a key enabling technology to promote the value chain of future urban vehicular networks. Nevertheless, the high mobility of vehicles, intermittency of information transmissions, high dynamics of user…

信息论 · 计算机科学 2023-05-15 Biqian Feng , Chenyuan Feng , Daquan Feng , Yongpeng Wu , Xiang-Gen Xia

Concepts of Mobility-on-Demand (MOD) and Mobility as a Service (MaaS), which feature the integration of various shared-use mobility options, have gained widespread popularity in recent years. While these concepts promise great benefits to…

物理与社会 · 物理学 2021-07-12 Xinyi Wang , Xiang Yan , Xilei Zhao , Zhuoxuan Cao

Probabilistic models can learn users' preferences from the history of their item adoptions on a social media site, and in turn, recommend new items to users based on learned preferences. However, current models ignore psychological factors…

信息检索 · 计算机科学 2013-11-07 Jeon-Hyung Kang , Kristina Lerman

This study examines the behavioral and environmental implications of shared autonomous micro-mobility systems, focusing on autonomous bicycles and their integration with transit in the U.S. While prior research has addressed operational and…

新兴技术 · 计算机科学 2025-08-06 Naroa Coretti Sanchez , Kent Larson

This paper examines mode choice behaviour regarding Electric Micro-Mobility (EMM) among car and public transport users using a Latent Class Choice Modelling (LCCM) approach. Utilizing stated preference survey data from 1,671 Brisbane…

物理与社会 · 物理学 2025-04-03 Yikang Wu , Mehmet Yildirimoglu , Zuduo Zheng

Many products and innovations become well-known and widely adopted through the social interactions of individuals in a population. The Bass diffusion model has been widely used to model the temporal evolution of adoption in such social…

社会与信息网络 · 计算机科学 2016-06-13 Vahideh H. Manshadi , Sidhant Misra

The emergence and wide-spread use of online social networks has led to a dramatic increase on the availability of social activity data. Importantly, this data can be exploited to investigate, at a microscopic level, some of the problems…

社会与信息网络 · 计算机科学 2015-06-12 Isabel Valera , Manuel Gomez-Rodriguez

This paper investigates an optimal control problem for an adoption-opinion model that couples opinion dynamics with a compartmental adoption framework on a multilayer network to study the diffusion of sustainable behaviors. Adoption evolves…

系统与控制 · 电气工程与系统科学 2026-01-26 Martina Alutto , Qiulin Xu , Fabrizio Dabbene , Hideaki Ishii , Chiara Ravazzi

A model, applicable to a range of innovation diffusion applications with a strong peer to peer component, is developed and studied, along with methods for its investigation and analysis. A particular application is to individual households…

适应与自组织系统 · 物理学 2019-10-03 Nicholas J. McCullen , Alastair M. Rucklidge , Catherine S. E. Bale , Tim J. Foxon , William F. Gale

The well-known Ising model used in statistical physics was adapted to a social dynamics context to simulate the adoption of a technological innovation. The model explicitly combines (a) an individual's perception of the advantages of an…

物理与社会 · 物理学 2015-05-20 Carlos E. Laciana , Santiago L. Rovere

Transportation mode share analysis is important to various real-world transportation tasks as it helps researchers understand the travel behaviors and choices of passengers. A typical example is the prediction of communities' travel mode…

机器学习 · 计算机科学 2024-05-24 Dingyi Zhuang , Qingyi Wang , Yunhan Zheng , Xiaotong Guo , Shenhao Wang , Haris N Koutsopoulos , Jinhua Zhao

Content popularity prediction has been extensively studied due to its importance and interest for both users and hosts of social media sites like Facebook, Instagram, Twitter, and Pinterest. However, existing work mainly focuses on modeling…

计算机视觉与模式识别 · 计算机科学 2017-11-30 Wenjian Hu , Krishna Kumar Singh , Fanyi Xiao , Jinyoung Han , Chen-Nee Chuah , Yong Jae Lee

Ride sharing has important implications in terms of environmental, social and individual goals by reducing carbon footprints, fostering social interactions and economizing commuter costs. The ride sharing systems that are commonly available…

计算机与社会 · 计算机科学 2016-07-07 Shaona Ghosh , Kevin Page , David De Roure

Discrete choice models (DCM) are widely employed in travel demand analysis as a powerful theoretical econometric framework for understanding and predicting choice behaviors. DCMs are formed as random utility models (RUM), with their key…

机器学习 · 计算机科学 2023-06-02 Shadi Haj-Yahia , Omar Mansour , Tomer Toledo
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