{"id":"https://openalex.org/W4221014062","doi":"https://doi.org/10.1007/978-3-030-98005-4_17","title":"TuneIn: Framework Design and\u00a0Implementation for\u00a0Education Using Dynamic Difficulty Adjustment Based on\u00a0Deep Reinforcement Learning and\u00a0Mathematical Approach","display_name":"TuneIn: Framework Design and\u00a0Implementation for\u00a0Education Using Dynamic Difficulty Adjustment Based on\u00a0Deep Reinforcement Learning and\u00a0Mathematical Approach","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4221014062","doi":"https://doi.org/10.1007/978-3-030-98005-4_17"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-98005-4_17","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-98005-4_17","pdf_url":null,"source":{"id":"https://openalex.org/S4393917809","display_name":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","issn_l":"1867-8211","issn":["1867-8211","1867-822X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://figshare.com/articles/chapter/TuneIn_Framework_Design_and_Implementation_for_Education_Using_Dynamic_Difficulty_Adjustment_Based_on_Deep_Reinforcement_Learning_and_Mathematical_Approach/20607906","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059583741","display_name":"Alessio Bonti","orcid":"https://orcid.org/0000-0003-2240-0454"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Alessio Bonti","raw_affiliation_strings":["Deakin University, Burwood, VIC, 3125, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2240-0454","affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009607458","display_name":"Manas Palaparthi","orcid":"https://orcid.org/0000-0002-7860-6235"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Manas Palaparthi","raw_affiliation_strings":["Deakin University, Burwood, VIC, 3125, Australia"],"raw_orcid":"https://orcid.org/0000-0002-7860-6235","affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064641555","display_name":"Xuemei Jiang","orcid":"https://orcid.org/0000-0001-6662-9248"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Xuemei Jiang","raw_affiliation_strings":["Deakin University, Burwood, VIC, 3125, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055801817","display_name":"Thien Pham","orcid":"https://orcid.org/0000-0001-5427-6940"},"institutions":[{"id":"https://openalex.org/I149704539","display_name":"Deakin University","ror":"https://ror.org/02czsnj07","country_code":"AU","type":"education","lineage":["https://openalex.org/I149704539"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Thien Pham","raw_affiliation_strings":["Deakin University, Burwood, VIC, 3125, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5427-6940","affiliations":[{"raw_affiliation_string":"Deakin University, Burwood, VIC, 3125, Australia","institution_ids":["https://openalex.org/I149704539"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5059583741"],"corresponding_institution_ids":["https://openalex.org/I149704539"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02373105,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"229","last_page":"241"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.9710999727249146,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7184223532676697},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.684438943862915},{"id":"https://openalex.org/keywords/personalized-learning","display_name":"Personalized learning","score":0.6214262247085571},{"id":"https://openalex.org/keywords/content-delivery","display_name":"Content delivery","score":0.568062961101532},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.47267207503318787},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.42470812797546387},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.359235942363739},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.2973533868789673},{"id":"https://openalex.org/keywords/teaching-method","display_name":"Teaching method","score":0.219879150390625},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.17045840620994568},{"id":"https://openalex.org/keywords/open-learning","display_name":"Open learning","score":0.08861151337623596},{"id":"https://openalex.org/keywords/cooperative-learning","display_name":"Cooperative learning","score":0.05924138426780701}],"concepts":[{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7184223532676697},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.684438943862915},{"id":"https://openalex.org/C142039133","wikidata":"https://www.wikidata.org/wiki/Q3620943","display_name":"Personalized learning","level":5,"score":0.6214262247085571},{"id":"https://openalex.org/C2986847828","wikidata":"https://www.wikidata.org/wiki/Q269415","display_name":"Content delivery","level":2,"score":0.568062961101532},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.47267207503318787},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.42470812797546387},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.359235942363739},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.2973533868789673},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.219879150390625},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.17045840620994568},{"id":"https://openalex.org/C15122004","wikidata":"https://www.wikidata.org/wiki/Q385756","display_name":"Open learning","level":4,"score":0.08861151337623596},{"id":"https://openalex.org/C51672120","wikidata":"https://www.wikidata.org/wiki/Q303446","display_name":"Cooperative learning","level":3,"score":0.05924138426780701},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/978-3-030-98005-4_17","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-98005-4_17","pdf_url":null,"source":{"id":"https://openalex.org/S4393917809","display_name":"Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","issn_l":"1867-8211","issn":["1867-8211","1867-822X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering","raw_type":"book-chapter"},{"id":"pmh:oai:dro.deakin.edu.au:DU:30166624","is_oa":false,"landing_page_url":"http://doi.org/10.1007/978-3-030-98005-4_17","pdf_url":null,"source":{"id":"https://openalex.org/S4306402457","display_name":"Deakin Research Online (Deakin University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I149704539","host_organization_name":"Deakin University","host_organization_lineage":["https://openalex.org/I149704539"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Book Chapter"},{"id":"pmh:oai:figshare.com:article/20607906","is_oa":true,"landing_page_url":"https://figshare.com/articles/chapter/TuneIn_Framework_Design_and_Implementation_for_Education_Using_Dynamic_Difficulty_Adjustment_Based_on_Deep_Reinforcement_Learning_and_Mathematical_Approach/20607906","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Chapter"}],"best_oa_location":{"id":"pmh:oai:figshare.com:article/20607906","is_oa":true,"landing_page_url":"https://figshare.com/articles/chapter/TuneIn_Framework_Design_and_Implementation_for_Education_Using_Dynamic_Difficulty_Adjustment_Based_on_Deep_Reinforcement_Learning_and_Mathematical_Approach/20607906","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Chapter"},"sustainable_development_goals":[{"display_name":"Quality Education","score":0.8799999952316284,"id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1919094054","https://openalex.org/W1967804621","https://openalex.org/W2005451131","https://openalex.org/W2049393570","https://openalex.org/W2073093261","https://openalex.org/W2087359160","https://openalex.org/W2108071957","https://openalex.org/W2186125176","https://openalex.org/W2342713917","https://openalex.org/W2526374745","https://openalex.org/W2527756557","https://openalex.org/W2609751240","https://openalex.org/W2772303911","https://openalex.org/W2899086047","https://openalex.org/W2945597851","https://openalex.org/W2999864449"],"related_works":["https://openalex.org/W4362501864","https://openalex.org/W4306904969","https://openalex.org/W4380318855","https://openalex.org/W2138720691","https://openalex.org/W2031695474","https://openalex.org/W2586732548","https://openalex.org/W3049728571","https://openalex.org/W20361778","https://openalex.org/W2024136090","https://openalex.org/W2531991734"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-08-04T08:18:43.703281","created_date":"2025-10-10T00:00:00"}