Choice modelling with Gaussian processes in the social sciences: A case study of neighbourhood choice in stockholm

We present a non-parametric extension of the conditional logit model, using Gaussian process priors. The conditional logit model is used in quantitative social science for inferring interaction effects between personal features and choice characteristics from observations of individual multinomial d...

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Bibliographic details

Volume:	13
Main Author:	Mann, Richard P Spaiser, Viktoria Hedman, L.K Sumpter, David J.T
Format:	Journal Article
Language:	English
Zielgruppe:	Academic
Place of publication:	SAN FRANCISCO PUBLIC LIBRARY SCIENCE 2018 Public Library of Science Public Library of Science (PLoS)
published in:	PloS one Vol. 13; no. 11; p. e0206687
Editor:	Cai, Zhiqiang
ORCID:	0000-0003-0701-1274
Data of publication:	2018
ISSN:	1932-6203 1932-6203
EISSN:	1932-6203
Alternate Title:	Choice modelling with Gaussian processes in the social sciences
Discipline:	Sciences (General)
Bibliography:	Competing Interests: The authors have declared that no competing interests exist.
Subjects:	Science & Technology - Other Topics Multidisciplinary Sciences Science & Technology Housing - statistics & numerical data Social Sciences Choice Behavior Humans Models, Psychological Logistic Models Male Models, Statistical Normal Distribution Socioeconomic Factors Housing - economics Schools - statistics & numerical data Sweden Residence Characteristics - statistics & numerical data Schools - economics Statistics, Nonparametric Adult Female Aged Child Choice (Psychology) Social sciences Analysis Gaussian processes Index Medicus Physical Sciences Earth Sciences People and Places Biology and Life Sciences Basis functions Logit models Households Handbooks Probability Data processing Housing Minority & ethnic groups Alternatives Complexity Case studies Gaussian process International conferences Artificial intelligence Sweden DECISION RANDOM REGRET MINIMIZATION FLIGHT DENSITY-ESTIMATION BEHAVIOR RISK LOGIT REPRODUCTION PROSPECT-THEORY
Online Access:	Fulltext
Database:	Narcis: Open Access NARCIS NARCIS: Datasets NARCIS:Publications Social Sciences Citation Index Web of Science - Social Sciences Citation Index – 2018 Web of Knowledge Science Citation Index Expanded Web of Science - Science Citation Index Expanded - 2018 Web of Science MEDLINE (Ovid) PubMed MEDLINE MEDLINE MEDLINE Medline CrossRef MEDLINE - Academic PubMed Central (Full Participant titles) Directory of Open Access Journals Database information Databases - DBIS