{"id":"https://openalex.org/W3037796656","doi":"https://doi.org/10.1007/978-3-030-51517-1_31","title":"Machine Learning Classification Models with SPD/ED Dataset: Comparative Study of Abstract Versus Full Article Approach","display_name":"Machine Learning Classification Models with SPD/ED Dataset: Comparative Study of Abstract Versus Full Article Approach","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3037796656","doi":"https://doi.org/10.1007/978-3-030-51517-1_31","mag":"3037796656"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-51517-1_31","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_31","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_31.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_31.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034219484","display_name":"Mayara Khadhraoui","orcid":"https://orcid.org/0000-0002-1149-3379"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mayara Khadhraoui","raw_affiliation_strings":["Digital Research Center of Sfax, 3021, Sfax, Tunisia","ENIS, ReDCAD Laboratory, University of Sfax, B.P. 1173, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Research Center of Sfax, 3021, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210119561"]},{"raw_affiliation_string":"ENIS, ReDCAD Laboratory, University of Sfax, B.P. 1173, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065737087","display_name":"Hatem Bell\u00e2aj","orcid":"https://orcid.org/0000-0001-6229-5658"},"institutions":[{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Hatem Bellaaj","raw_affiliation_strings":["Digital Research Center of Sfax, 3021, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Research Center of Sfax, 3021, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210119561"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108619514","display_name":"Mehdi Ben Ammar","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Mehdi Ben Ammar","raw_affiliation_strings":["Solutions Galore Inc., Moncton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Solutions Galore Inc., Moncton, NB, Canada","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091127899","display_name":"Habib Hamam","orcid":"https://orcid.org/0000-0002-5320-1012"},"institutions":[{"id":"https://openalex.org/I154799132","display_name":"Universit\u00e9 de Moncton","ror":"https://ror.org/029tnqt29","country_code":"CA","type":"education","lineage":["https://openalex.org/I154799132"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Habib Hamam","raw_affiliation_strings":["Faculty of Engineering, Moncton University, Moncton, NB, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Moncton University, Moncton, NB, Canada","institution_ids":["https://openalex.org/I154799132"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047871549","display_name":"Mohamed Jma\u00efel","orcid":"https://orcid.org/0000-0002-2664-0204"},"institutions":[{"id":"https://openalex.org/I142899784","display_name":"University of Sfax","ror":"https://ror.org/04d4sd432","country_code":"TN","type":"education","lineage":["https://openalex.org/I142899784"]},{"id":"https://openalex.org/I4210119561","display_name":"Digital Research Centre of Sfax","ror":"https://ror.org/02s48dm85","country_code":"TN","type":"facility","lineage":["https://openalex.org/I4210119561"]}],"countries":["TN"],"is_corresponding":false,"raw_author_name":"Mohamed Jmaiel","raw_affiliation_strings":["Digital Research Center of Sfax, 3021, Sfax, Tunisia","Digital Research Centre of Sfax, Sfax, Tunisia","ENIS, ReDCAD Laboratory, University of Sfax, B.P. 1173, Sfax, Tunisia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Research Center of Sfax, 3021, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210119561"]},{"raw_affiliation_string":"Digital Research Centre of Sfax, Sfax, Tunisia","institution_ids":["https://openalex.org/I4210119561"]},{"raw_affiliation_string":"ENIS, ReDCAD Laboratory, University of Sfax, B.P. 1173, Sfax, Tunisia","institution_ids":["https://openalex.org/I142899784"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5091127899","https://openalex.org/A5108619514"],"corresponding_institution_ids":["https://openalex.org/I154799132"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":{"value":5000,"currency":"EUR","value_usd":5392},"fwci":0.23,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.47714545,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"348","last_page":"356"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9725000262260437,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9725000262260437,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9610000252723694,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.949999988079071,"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/computer-science","display_name":"Computer science","score":0.8579503297805786},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7187280058860779},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.697263777256012},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6970471143722534},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6597062349319458},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.6160546541213989},{"id":"https://openalex.org/keywords/gradient-boosting","display_name":"Gradient boosting","score":0.587676465511322},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.5798047184944153},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4240458011627197},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4221128225326538},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.4163411855697632}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8579503297805786},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7187280058860779},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.697263777256012},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6970471143722534},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6597062349319458},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.6160546541213989},{"id":"https://openalex.org/C70153297","wikidata":"https://www.wikidata.org/wiki/Q5591907","display_name":"Gradient boosting","level":3,"score":0.587676465511322},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.5798047184944153},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4240458011627197},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4221128225326538},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.4163411855697632},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-51517-1_31","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_31","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_31.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pubmedcentral.nih.gov:7313272","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7313272","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"The Impact of Digital Technologies on Public Health in Developed and Developing Countries","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1007/978-3-030-51517-1_31","is_oa":true,"landing_page_url":"https://doi.org/10.1007/978-3-030-51517-1_31","pdf_url":"https://link.springer.com/content/pdf/10.1007%2F978-3-030-51517-1_31.pdf","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","score":0.47999998927116394,"display_name":"Life in Land"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3037796656.pdf","grobid_xml":"https://content.openalex.org/works/W3037796656.grobid-xml"},"referenced_works_count":7,"referenced_works":["https://openalex.org/W2014849717","https://openalex.org/W2473999760","https://openalex.org/W2776146695","https://openalex.org/W2939958770","https://openalex.org/W3000460101","https://openalex.org/W4255930413","https://openalex.org/W4256060553"],"related_works":["https://openalex.org/W2967733078","https://openalex.org/W3204430031","https://openalex.org/W3137904399","https://openalex.org/W4310492845","https://openalex.org/W4386690025","https://openalex.org/W2885778889","https://openalex.org/W2766514146","https://openalex.org/W2885516856","https://openalex.org/W2073883415","https://openalex.org/W4289703016"],"abstract_inverted_index":{"In":[0,18,41],"response":[1],"to":[2],"the":[3,7,14,31,79,83],"researchers":[4],"need":[5],"in":[6,87],"bio-medical":[8],"domain,":[9],"we":[10,44,61],"opted":[11],"for":[12],"automating":[13],"bibliographic":[15],"research":[16],"stage.":[17],"this":[19,42],"context,":[20],"several":[21],"classification":[22,55,58],"models":[23],"of":[24,52,89],"supervised":[25],"machine":[26],"learning":[27,90],"are":[28],"used.":[29],"Namely":[30],"SVM,":[32],"Random":[33],"Forest,":[34],"Decision":[35],"Tree,":[36],"KNN,":[37],"and":[38,56,74,92],"Gradient":[39],"Boosting.":[40],"paper,":[43],"conduct":[45],"a":[46],"comparative":[47],"study":[48],"between":[49],"experimental":[50],"results":[51,64],"full":[53,84],"article":[54,85],"abstract":[57,80],"approaches.":[59],"Furthermore,":[60],"evaluate":[62],"our":[63],"by":[65],"using":[66],"evaluation":[67],"metrics":[68],"such":[69],"as":[70],"accuracy,":[71],"precision,":[72],"recall":[73],"F1-score.":[75],"We":[76],"observe":[77],"that":[78],"approach":[81,86],"outperforms":[82],"terms":[88],"time":[91],"efficiency.":[93]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}