{"id":"https://openalex.org/W4387064094","doi":"https://doi.org/10.1109/icsecs58457.2023.10256370","title":"A Visualized Hybrid Keyword-Cluster Approach for Extractive Text Summarizer Tool for STEM Education in Malaysia","display_name":"A Visualized Hybrid Keyword-Cluster Approach for Extractive Text Summarizer Tool for STEM Education in Malaysia","publication_year":2023,"publication_date":"2023-08-25","ids":{"openalex":"https://openalex.org/W4387064094","doi":"https://doi.org/10.1109/icsecs58457.2023.10256370"},"language":"en","primary_location":{"id":"doi:10.1109/icsecs58457.2023.10256370","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icsecs58457.2023.10256370","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 8th International Conference On Software Engineering and Computer Systems (ICSECS)","raw_type":"proceedings-article"},"type":"article","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/A5010487664","display_name":"Suraya Alias","orcid":"https://orcid.org/0000-0003-2002-9508"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Suraya Alias","raw_affiliation_strings":["Universiti Malaysia Sabah,Sabah,Malaysia","Universiti Malaysia Sabah, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Sabah,Sabah,Malaysia","institution_ids":["https://openalex.org/I161371597"]},{"raw_affiliation_string":"Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038726165","display_name":"Mazliah Majalin","orcid":null},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mazliah Majalin","raw_affiliation_strings":["Universiti Malaysia Sabah,Sabah,Malaysia","Universiti Malaysia Sabah, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Sabah,Sabah,Malaysia","institution_ids":["https://openalex.org/I161371597"]},{"raw_affiliation_string":"Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026388318","display_name":"Nur Hayatin","orcid":"https://orcid.org/0000-0002-5883-031X"},"institutions":[{"id":"https://openalex.org/I161371597","display_name":"Universiti of Malaysia Sabah","ror":"https://ror.org/040v70252","country_code":"MY","type":"education","lineage":["https://openalex.org/I161371597"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nur Hayatin","raw_affiliation_strings":["Universiti Malaysia Sabah,Sabah,Malaysia","Universiti Malaysia Sabah, Sabah, Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Malaysia Sabah,Sabah,Malaysia","institution_ids":["https://openalex.org/I161371597"]},{"raw_affiliation_string":"Universiti Malaysia Sabah, Sabah, Malaysia","institution_ids":["https://openalex.org/I161371597"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5010487664"],"corresponding_institution_ids":["https://openalex.org/I161371597"],"apc_list":null,"apc_paid":null,"fwci":0.1748,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56272607,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"1755","issue":null,"first_page":"139","last_page":"144"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9998999834060669,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9998999834060669,"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/T10028","display_name":"Topic Modeling","score":0.9769999980926514,"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/T10260","display_name":"Software Engineering Research","score":0.9739999771118164,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/automatic-summarization","display_name":"Automatic summarization","score":0.8923559784889221},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7652372121810913},{"id":"https://openalex.org/keywords/usability","display_name":"Usability","score":0.561816394329071},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.5207997560501099},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4848659932613373},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.4525458514690399},{"id":"https://openalex.org/keywords/precision-and-recall","display_name":"Precision and recall","score":0.4153212010860443},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.410258948802948},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3579453229904175},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.12091544270515442},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10043767094612122}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8923559784889221},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7652372121810913},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.561816394329071},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.5207997560501099},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4848659932613373},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.4525458514690399},{"id":"https://openalex.org/C81669768","wikidata":"https://www.wikidata.org/wiki/Q2359161","display_name":"Precision and recall","level":2,"score":0.4153212010860443},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.410258948802948},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3579453229904175},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.12091544270515442},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10043767094612122},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsecs58457.2023.10256370","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icsecs58457.2023.10256370","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 8th International Conference On Software Engineering and Computer Systems (ICSECS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.5899999737739563,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1985816353","https://openalex.org/W2048511828","https://openalex.org/W2081830265","https://openalex.org/W2103479483","https://openalex.org/W2508680389","https://openalex.org/W2579788772","https://openalex.org/W2603774355","https://openalex.org/W2609137535","https://openalex.org/W2787488634","https://openalex.org/W2790109590","https://openalex.org/W2946684219","https://openalex.org/W2974528752","https://openalex.org/W2988309522","https://openalex.org/W3009360413","https://openalex.org/W3016686475","https://openalex.org/W3042185737","https://openalex.org/W3081539218","https://openalex.org/W3112036067","https://openalex.org/W4206584443","https://openalex.org/W4250729204","https://openalex.org/W6732534779","https://openalex.org/W6737130500","https://openalex.org/W6752643848","https://openalex.org/W6832939591"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W4389760904","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W4306886878","https://openalex.org/W4206165639","https://openalex.org/W2050712820"],"abstract_inverted_index":{"Summary":[0],"generated":[1,94],"from":[2,64],"an":[3,29,140],"automatic":[4],"text":[5,32,130,185],"summarization":[6,186],"tool":[7,34,55],"has":[8],"become":[9],"increasingly":[10],"relevant":[11],"due":[12],"to":[13,86,108,124,188],"the":[14,21,57,78,82,88,116,125,181],"shift":[15],"towards":[16],"online":[17],"learning":[18,191],"caused":[19],"by":[20,80],"Covid-19":[22],"pandemic.":[23],"In":[24],"this":[25],"paper,":[26],"we":[27],"present":[28],"extractive":[30],"educational":[31,184],"summarizer":[33,131],"with":[35,98,115,159],"a":[36,72,155],"focus":[37],"on":[38],"Science,":[39],"Technology,":[40],"Engineering,":[41],"and":[42,67,103,112,127,148,161,173],"Mathematics":[43],"(STEM)":[44],"subjects":[45],"specifically":[46],"designed":[47],"for":[48,76,168],"secondary":[49,162],"school":[50,163],"students":[51],"in":[52,193],"Malaysia.":[53],"The":[54,93,136],"addresses":[56],"challenge":[58],"of":[59,101,143,146,150,175,183],"understanding":[60],"complex":[61],"STEM":[62,134],"concepts":[63],"lengthy":[65],"explanations":[66],"problem-solving":[68],"scenarios.":[69],"We":[70,119,152],"propose":[71],"new":[73],"hybrid":[74],"method":[75,123],"scoring":[77],"keywords":[79,102],"leveraging":[81],"word":[83,106],"embeddings":[84],"technique":[85],"improve":[87],"keyword":[89],"extraction":[90],"cluster":[91,100],"approach.":[92],"summaries":[95],"are":[96],"displayed":[97],"highlighted":[99],"illustrated":[104],"using":[105,132],"clouds":[107],"attract":[109],"students'":[110],"interest":[111],"engage":[113],"them":[114],"subject":[117],"matter.":[118],"compare":[120],"our":[121],"proposed":[122],"benchmark":[126],"baseline":[128],"Malay":[129],"random":[133],"articles.":[135],"ROUGE-l":[137],"results":[138],"produced":[139],"average":[141],"F-Score":[142],"56.8%,":[144],"precision":[145],"56.3%":[147],"recall":[149],"58.1%.":[151],"also":[153],"conducted":[154],"System":[156],"Usability":[157],"Testing":[158],"teachers":[160],"students,":[164],"obtaining":[165],"high":[166],"ratings":[167],"system":[169],"simplicity,":[170],"pleasant":[171],"interface,":[172],"ease":[174],"information":[176],"retrieval.":[177],"Our":[178],"study":[179],"demonstrates":[180],"potential":[182],"tools":[187],"enhance":[189],"student":[190],"experiences":[192],"diverse":[194],"contexts.":[195]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-12-22T23:10:17.713674","created_date":"2025-10-10T00:00:00"}
