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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Volume: | 13 |
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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: | |
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 |