{"id":"https://openalex.org/W4319043545","doi":"https://doi.org/10.1007/s40747-023-00967-y","title":"Automatic multi-documents text summarization by a large-scale sparse multi-objective optimization algorithm","display_name":"Automatic multi-documents text summarization by a large-scale sparse multi-objective optimization algorithm","publication_year":2023,"publication_date":"2023-02-02","ids":{"openalex":"https://openalex.org/W4319043545","doi":"https://doi.org/10.1007/s40747-023-00967-y"},"language":"en","primary_location":{"id":"doi:10.1007/s40747-023-00967-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-00967-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-00967-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-00967-y.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060501075","display_name":"Hitham M. Abo Bakr","orcid":"https://orcid.org/0000-0002-0875-2202"},"institutions":[{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"H. Abo-Bakr","raw_affiliation_strings":["Computers and Systems Department, Faculty of Engineering, Zagazig University, P.O. Box 44519, Zagazig, Egypt"],"affiliations":[{"raw_affiliation_string":"Computers and Systems Department, Faculty of Engineering, Zagazig University, P.O. Box 44519, Zagazig, Egypt","institution_ids":["https://openalex.org/I192398990"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101838540","display_name":"S.A. Mohamed","orcid":"https://orcid.org/0000-0001-8894-1347"},"institutions":[{"id":"https://openalex.org/I192398990","display_name":"Zagazig University","ror":"https://ror.org/053g6we49","country_code":"EG","type":"education","lineage":["https://openalex.org/I192398990"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"S. A. Mohamed","raw_affiliation_strings":["Engineering Mathematics Department, Faculty of Engineering, Zagazig University, P.O. Box 44519, Zagazig, Egypt"],"affiliations":[{"raw_affiliation_string":"Engineering Mathematics Department, Faculty of Engineering, Zagazig University, P.O. Box 44519, Zagazig, Egypt","institution_ids":["https://openalex.org/I192398990"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5060501075"],"corresponding_institution_ids":["https://openalex.org/I192398990"],"apc_list":{"value":1320,"currency":"GBP","value_usd":1619},"apc_paid":{"value":1320,"currency":"GBP","value_usd":1619},"fwci":3.516,"has_fulltext":true,"cited_by_count":20,"citation_normalized_percentile":{"value":0.93920177,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":"4","first_page":"4629","last_page":"4644"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9991999864578247,"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/T10028","display_name":"Topic Modeling","score":0.9991999864578247,"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9952999949455261,"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/T10848","display_name":"Advanced Multi-Objective Optimization Algorithms","score":0.9948999881744385,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.8938860893249512},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7710702419281006},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.5662378072738647},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4695335626602173},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4657960832118988},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.46286946535110474},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.44021308422088623},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43509641289711},{"id":"https://openalex.org/keywords/pareto-principle","display_name":"Pareto principle","score":0.42840856313705444},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.41635578870773315},{"id":"https://openalex.org/keywords/computational-intelligence","display_name":"Computational intelligence","score":0.41610485315322876},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.37714430689811707},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.11585628986358643},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10277512669563293}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8938860893249512},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7710702419281006},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.5662378072738647},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4695335626602173},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4657960832118988},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.46286946535110474},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.44021308422088623},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43509641289711},{"id":"https://openalex.org/C137635306","wikidata":"https://www.wikidata.org/wiki/Q182667","display_name":"Pareto principle","level":2,"score":0.42840856313705444},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.41635578870773315},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.41610485315322876},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.37714430689811707},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.11585628986358643},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10277512669563293},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s40747-023-00967-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-00967-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-00967-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:791f488148d543d484c4c19b3e8f8641","is_oa":true,"landing_page_url":"https://doaj.org/article/791f488148d543d484c4c19b3e8f8641","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complex & Intelligent Systems, Vol 9, Iss 4, Pp 4629-4644 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s40747-023-00967-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s40747-023-00967-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s40747-023-00967-y.pdf","source":{"id":"https://openalex.org/S3035462843","display_name":"Complex & Intelligent Systems","issn_l":"2198-6053","issn":["2198-6053","2199-4536"],"is_oa":true,"is_in_doaj":true,"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":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex & Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320324156","display_name":"Zagazig University","ror":"https://ror.org/053g6we49"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4319043545.pdf"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W107840084","https://openalex.org/W344004623","https://openalex.org/W1971309542","https://openalex.org/W1978394996","https://openalex.org/W1993318811","https://openalex.org/W1997541087","https://openalex.org/W2005069879","https://openalex.org/W2017766633","https://openalex.org/W2038705803","https://openalex.org/W2041935537","https://openalex.org/W2081056190","https://openalex.org/W2093119036","https://openalex.org/W2094515246","https://openalex.org/W2126105956","https://openalex.org/W2148374900","https://openalex.org/W2240536489","https://openalex.org/W2243822621","https://openalex.org/W2288751181","https://openalex.org/W2413634576","https://openalex.org/W2590756584","https://openalex.org/W2608705546","https://openalex.org/W2741490130","https://openalex.org/W2758271972","https://openalex.org/W2769676705","https://openalex.org/W2769744156","https://openalex.org/W2896070522","https://openalex.org/W2901772388","https://openalex.org/W2922083656","https://openalex.org/W2946739419","https://openalex.org/W2947047992","https://openalex.org/W2970894296","https://openalex.org/W2983727864","https://openalex.org/W3012254375","https://openalex.org/W3042185737","https://openalex.org/W3080373249","https://openalex.org/W3095409592","https://openalex.org/W3095558104","https://openalex.org/W3107607314","https://openalex.org/W3151723181","https://openalex.org/W3191837188","https://openalex.org/W3201738589","https://openalex.org/W4220785084","https://openalex.org/W4280542333","https://openalex.org/W4285297595"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W1517524280","https://openalex.org/W4323520239","https://openalex.org/W4389760904","https://openalex.org/W4306886878"],"abstract_inverted_index":{"Abstract":[0],"Due":[1],"to":[2,22,27,103,139,170,191,215],"the":[3,16,91,116,145,154,167,172,175,193,217,221,235,247],"exponential":[4],"overflow":[5],"of":[6,12,44,60,108,135,144,174,199,205],"textual":[7,45],"information":[8,25],"in":[9,35],"various":[10],"fields":[11],"knowledge":[13],"and":[14,56,62,88,137,234,244],"on":[15,150],"internet,":[17],"it":[18,53],"is":[19,54,71,86,119,157,189,202,213],"very":[20],"challenging":[21],"extract":[23,104],"important":[24],"or":[26,81],"generate":[28],"a":[29,36,41,58,105,111,141,160,203],"summary":[30,169,219],"from":[31,110,220],"some":[32,123],"multi-document":[33,113],"collection":[34],"specific":[37],"field.":[38],"With":[39],"such":[40,128],"gigantic":[42],"amount":[43],"content,":[46],"human":[47],"text":[48,67,118,177],"summarization":[49,68],"becomes":[50],"impractical":[51],"since":[52],"expensive":[55],"consumes":[57],"lot":[59],"time":[61],"effort.":[63],"So,":[64],"developing":[65],"automatic":[66],"(ATS)":[69],"systems":[70],"becoming":[72],"increasingly":[73],"essential":[74],".":[75],"ATS":[76,99,155,226],"approaches":[77],"are":[78],"either":[79],"extractive":[80,84,98],"abstractive.":[82],"The":[83,197,224],"approach":[85],"simpler":[87],"faster":[89],"than":[90],"abstractive":[92],"approach.":[93],"This":[94],"work":[95],"proposes":[96],"an":[97,184],"system":[100,227],"that":[101,165],"aims":[102],"small":[106],"subset":[107],"sentences":[109,130],"large":[112],"text.":[114],"First,":[115],"whole":[117],"preprocessed":[120],"by":[121],"applying":[122],"natural":[124],"language":[125],"processing":[126],"techniques":[127],"as":[129,159],"segmentation,":[131],"words":[132],"tokenization,":[133],"removal":[134],"stop-words,":[136],"stemming":[138],"provide":[140],"structured":[142,152],"representation":[143],"original":[146],"document":[147],"collection.":[148],"Based":[149],"this":[151,200],"representation,":[153],"problem":[156,164],"formulated":[158,194],"multi-objective":[161,187],"optimization":[162],"(MOO)":[163],"optimizes":[166],"extracted":[168],"maintain":[171],"coverage":[173],"main":[176],"content":[178],"while":[179],"avoiding":[180],"redundant":[181],"information.":[182],"Secondly,":[183],"evolutionary":[185],"sparse":[186],"algorithm":[188,201],"developed":[190],"solve":[192],"large-scale":[195],"MOO.":[196],"output":[198,236],"set":[204],"non-dominated":[206],"summaries":[207,237],"(Pareto":[208],"front).":[209],"A":[210],"novel":[211],"criterion":[212],"proposed":[214,225],"select":[216],"target":[218],"Pareto":[222],"front.":[223],"has":[228],"been":[229,239],"examined":[230],"using":[231,241],"(DUC)":[232],"datasets,":[233],"have":[238],"evaluated":[240],"(ROUGE)":[242],"metrics":[243],"compared":[245],"with":[246],"literature.":[248]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}