Likelihood-free methods for cognitive science:
This book explains the foundation of approximate Bayesian computation (ABC), an approach to Bayesian inference that does not require the specification of a likelihood function. As a result, ABC can be used to estimate posterior distributions of parameters for simulation-based models. Simulation-base...
Gespeichert in:
| Hauptverfasser: | , , , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham, Switzerland
Springer
[2018]
|
| Schriftenreihe: | Computational approaches to cognition and perception
|
| Schlagworte: | |
| Online-Zugang: | FHM01 FHN01 FWS01 FWS02 UBG01 UBT01 UBW01 Volltext |
| Zusammenfassung: | This book explains the foundation of approximate Bayesian computation (ABC), an approach to Bayesian inference that does not require the specification of a likelihood function. As a result, ABC can be used to estimate posterior distributions of parameters for simulation-based models. Simulation-based models are now very popular in cognitive science, as are Bayesian methods for performing parameter inference. As such, the recent developments of likelihood-free techniques are an important advancement for the field. Chapters discuss the philosophy of Bayesian inference as well as provide several algorithms for performing ABC. Chapters also apply some of the algorithms in a tutorial fashion, with one specific application to the Minerva 2 model. In addition, the book discusses several applications of ABC methodology to recent problems in cognitive science. Likelihood-Free Methods for Cognitive Science will be of interest to researchers and graduate students working in experimental, applied, and cognitive science. |
| Beschreibung: | 1 Online-Ressource (xiv, 129 Seiten) Diagramme |
| ISBN: | 9783319724256 |
| DOI: | 10.1007/978-3-319-72425-6 |
Internformat
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Datensatz im Suchindex
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| author | Palestro, James J. Sederberg, Per B. Osth, Adam F. Van Zandt, Trisha Turner, Brandon M. |
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| dewey-full | 153 |
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| dewey-ones | 153 - Conscious mental processes & intelligence |
| dewey-raw | 153 |
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| dewey-sort | 3153 |
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| discipline | Psychologie |
| doi_str_mv | 10.1007/978-3-319-72425-6 |
| format | Electronic eBook |
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| id | DE-604.BV045335947 |
| illustrated | Not Illustrated |
| indexdate | 2024-08-01T13:55:50Z |
| institution | BVB |
| isbn | 9783319724256 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030722724 |
| oclc_num | 1075007865 |
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| physical | 1 Online-Ressource (xiv, 129 Seiten) Diagramme |
| psigel | ZDB-2-BSP ZDB-2-BSP_2018 |
| publishDate | 2018 |
| publishDateSearch | 2018 |
| publishDateSort | 2018 |
| publisher | Springer |
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| series2 | Computational approaches to cognition and perception |
| spellingShingle | Palestro, James J. Sederberg, Per B. Osth, Adam F. Van Zandt, Trisha Turner, Brandon M. Likelihood-free methods for cognitive science Consciousness Cognitive psychology Kognitionswissenschaft (DE-588)4193780-6 gnd Simulation (DE-588)4055072-2 gnd Bayes-Verfahren (DE-588)4204326-8 gnd |
| subject_GND | (DE-588)4193780-6 (DE-588)4055072-2 (DE-588)4204326-8 |
| title | Likelihood-free methods for cognitive science |
| title_auth | Likelihood-free methods for cognitive science |
| title_exact_search | Likelihood-free methods for cognitive science |
| title_full | Likelihood-free methods for cognitive science James J. Palestro, Per B. Sederberg, Adam F. Osth, Trisha Van Zandt, Brandon M. Turner |
| title_fullStr | Likelihood-free methods for cognitive science James J. Palestro, Per B. Sederberg, Adam F. Osth, Trisha Van Zandt, Brandon M. Turner |
| title_full_unstemmed | Likelihood-free methods for cognitive science James J. Palestro, Per B. Sederberg, Adam F. Osth, Trisha Van Zandt, Brandon M. Turner |
| title_short | Likelihood-free methods for cognitive science |
| title_sort | likelihood free methods for cognitive science |
| topic | Consciousness Cognitive psychology Kognitionswissenschaft (DE-588)4193780-6 gnd Simulation (DE-588)4055072-2 gnd Bayes-Verfahren (DE-588)4204326-8 gnd |
| topic_facet | Consciousness Cognitive psychology Kognitionswissenschaft Simulation Bayes-Verfahren |
| url | https://doi.org/10.1007/978-3-319-72425-6 |
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