{"id":"https://openalex.org/W7163010413","doi":"https://doi.org/10.1007/978-981-92-0042-9_19","title":"Explaining Student Performance Prediction and Generating Personalized Actionable Feedback Using Explainable Artificial Intelligence (XAI) with SHAP","display_name":"Explaining Student Performance Prediction and Generating Personalized Actionable Feedback Using Explainable Artificial Intelligence (XAI) with SHAP","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7163010413","doi":"https://doi.org/10.1007/978-981-92-0042-9_19"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-92-0042-9_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-92-0042-9_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137512502","display_name":"Wan-Chong Choi","orcid":"https://orcid.org/0000-0002-8415-6998"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":true,"raw_author_name":"Wan-Chong Choi","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-8415-6998","affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137549201","display_name":"Iek-Chong Choi","orcid":"https://orcid.org/0009-0000-0241-7166"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":true,"raw_author_name":"Iek-Chong Choi","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":"https://orcid.org/0009-0000-0241-7166","affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137602877","display_name":"Chan-Tong Lam","orcid":"https://orcid.org/0000-0002-8022-7744"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Chan-Tong Lam","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China"],"raw_orcid":"https://orcid.org/0000-0002-8022-7744","affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049870250","display_name":"Ant\u00f3nio Jos\u00e9 Mendes","orcid":"https://orcid.org/0000-0001-6659-660X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ant\u00f3nio Jos\u00e9 Mendes","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-6659-660X","affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5137512502","https://openalex.org/A5137549201"],"corresponding_institution_ids":["https://openalex.org/I49835588"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.96070976,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"256","last_page":"272"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.3873000144958496,"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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","score":0.3873000144958496,"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"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.23839999735355377,"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"}},{"id":"https://openalex.org/T11122","display_name":"Online Learning and Analytics","score":0.17430000007152557,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/performance-prediction","display_name":"Performance prediction","score":0.5133000016212463},{"id":"https://openalex.org/keywords/training-set","display_name":"Training set","score":0.27239999175071716},{"id":"https://openalex.org/keywords/applications-of-artificial-intelligence","display_name":"Applications of artificial intelligence","score":0.2705000042915344},{"id":"https://openalex.org/keywords/performance-improvement","display_name":"Performance improvement","score":0.25999999046325684}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8521000146865845},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5666999816894531},{"id":"https://openalex.org/C2777115002","wikidata":"https://www.wikidata.org/wiki/Q7168246","display_name":"Performance prediction","level":2,"score":0.5133000016212463},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34049999713897705},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3176000118255615},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.27239999175071716},{"id":"https://openalex.org/C157170001","wikidata":"https://www.wikidata.org/wiki/Q4781507","display_name":"Applications of artificial intelligence","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.26579999923706055},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.25999999046325684},{"id":"https://openalex.org/C135510737","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Performance indicator","level":2,"score":0.23890000581741333}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-92-0042-9_19","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-92-0042-9_19","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2079777076","https://openalex.org/W2119821739","https://openalex.org/W2138334515","https://openalex.org/W2148143831","https://openalex.org/W2185801609","https://openalex.org/W2282821441","https://openalex.org/W2295598076","https://openalex.org/W2487898712","https://openalex.org/W2769342982","https://openalex.org/W2891503716","https://openalex.org/W2935241266","https://openalex.org/W2945295328","https://openalex.org/W2963847595","https://openalex.org/W3120327154","https://openalex.org/W3151927917","https://openalex.org/W3167362172","https://openalex.org/W3176886005","https://openalex.org/W3208693023","https://openalex.org/W3216022053","https://openalex.org/W4296640294","https://openalex.org/W4312830111","https://openalex.org/W4377200569","https://openalex.org/W4390606924","https://openalex.org/W4400411014","https://openalex.org/W4406416462","https://openalex.org/W4407951164","https://openalex.org/W4411374659"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-06-03T06:16:58.514037","created_date":"2026-06-02T00:00:00"}