{"data":{"id":"10.6084/m9.figshare.4585030","type":"dois","attributes":{"doi":"10.6084/m9.figshare.4585030","prefix":"10.6084","suffix":"m9.figshare.4585030","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Navarro-Guerrero, Nicolás","nameType":"Personal","givenName":"Nicolás","familyName":"Navarro-Guerrero","affiliation":[],"nameIdentifiers":[{"schemeUri":"https://orcid.org","nameIdentifier":"https://orcid.org/0000-0003-1164-5579","nameIdentifierScheme":"ORCID"}]},{"name":"Lowe, Robert","nameType":"Personal","givenName":"Robert","familyName":"Lowe","affiliation":[],"nameIdentifiers":[]},{"name":"Wermter, Stefan","nameType":"Personal","givenName":"Stefan","familyName":"Wermter","affiliation":[],"nameIdentifiers":[]}],"titles":[{"title":"Supplementary Material for \"The Effects on Adaptive Behaviour of Negatively Valenced Signals in Reinforcement Learning\""}],"publisher":"figshare","container":{},"publicationYear":2018,"subjects":[{"subject":"170203 Knowledge Representation and Machine Learning","subjectScheme":"FOR"},{"subject":"FOS: Psychology","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"FOS: Psychology","subjectScheme":"Fields of Science and Technology (FOS)"}],"contributors":[],"dates":[{"date":"2017-01-25","dateType":"Created"},{"date":"2018-08-22","dateType":"Updated"},{"date":"2018","dateType":"Issued"}],"language":null,"types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":["110112 Bytes"],"formats":[],"version":null,"rightsList":[{"rights":"Creative Commons Attribution 4.0 International","rightsUri":"https://creativecommons.org/licenses/by/4.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc-by-4.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"zip files with raw data from the 10 random initializations of the 4 best hyperparameter sets per condition and per activation function. Organized by function and per condition.\u003cbr\u003e\u003cbr\u003epdf file containing the pair-wise comparison of the three tested conditions against the baseline.\u003cbr\u003e\u003cbr\u003eLink to the supplementary material of the original paper, includes matlab command and data set for learning:\u003cbr\u003ehttps://figshare.com/s/becd4366e4ed38731353\u003cbr\u003e\u003cb\u003eReferences:\u003cbr\u003e\u003c/b\u003eNavarro-Guerrero, N., Lowe, R., \u0026amp; Wermter, S. (2017). The Effects on Adaptive Behaviour of Negatively Valenced Signals in Reinforcement Learning. In Joint IEEE International Conference on Development and Learning and Epigenetic Robotics (ICDL-EPIROB) (pp. 148–155). Lisbon, Portugal: IEEE. https://doi.org/10.1109/DEVLRN.2017.8329800\u003cbr\u003e\u003cbr\u003eNavarro-Guerrero, N., Lowe, R., \u0026amp; Wermter, S. (2017). Improving Robot Motor Learning with Negatively Valenced Reinforcement Signals. Frontiers in Neurorobotics, 11(10). https://doi.org/10.3389/fnbot.2017.00010\u003cbr\u003e\u003cb\u003eContact:\u003c/b\u003eFor information please see the paper. For specific questions regarding the paper please contact Nicolás Navarro-Guerrero.","descriptionType":"Abstract"}],"geoLocations":[],"fundingReferences":[],"xml":"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","url":"https://figshare.com/articles/dataset/Supplementary_Material_for_The_Effects_on_Adaptive_Behaviour_of_Negatively_Valenced_Signals_in_Reinforcement_Learning_/4585030","contentUrl":null,"metadataVersion":3,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2017-01-25T11:38:57.000Z","registered":"2018-08-22T13:29:04.000Z","published":"2018","updated":"2020-09-02T19:07:02.000Z"},"relationships":{"client":{"data":{"id":"figshare.ars","type":"clients"}},"provider":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