{"id":"https://openalex.org/W7161547640","doi":"https://doi.org/10.31449/inf.v50i13.13197","title":"End-to-End Network Security Prediction via Dual Attention- Enhanced Situation Assessment and IHHO-GResNeSt Integration","display_name":"End-to-End Network Security Prediction via Dual Attention- Enhanced Situation Assessment and IHHO-GResNeSt Integration","publication_year":2026,"publication_date":"2026-05-18","ids":{"openalex":"https://openalex.org/W7161547640","doi":"https://doi.org/10.31449/inf.v50i13.13197"},"language":null,"primary_location":{"id":"doi:10.31449/inf.v50i13.13197","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i13.13197","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/13197/6717","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.informatica.si/index.php/informatica/article/download/13197/6717","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5136391439","display_name":"Qingjun Ni","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Qingjun Ni","raw_affiliation_strings":["Laiwu Vocational and Technical College"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laiwu Vocational and Technical College","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5136391439"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.60349775,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"13","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.42160001397132874,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.42160001397132874,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.062199998646974564,"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/T10734","display_name":"Information and Cyber Security","score":0.04919999837875366,"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/inference","display_name":"Inference","score":0.5224000215530396},{"id":"https://openalex.org/keywords/residual","display_name":"Residual","score":0.5037999749183655},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.46779999136924744},{"id":"https://openalex.org/keywords/situation-awareness","display_name":"Situation awareness","score":0.4560000002384186},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4171000123023987},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4072999954223633},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.40220001339912415},{"id":"https://openalex.org/keywords/situation-analysis","display_name":"Situation analysis","score":0.3555000126361847},{"id":"https://openalex.org/keywords/impact-assessment","display_name":"Impact assessment","score":0.3407999873161316}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6851999759674072},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5249000191688538},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5224000215530396},{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.5037999749183655},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.46779999136924744},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.4560000002384186},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4449999928474426},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4291999936103821},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4171000123023987},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4072999954223633},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.40220001339912415},{"id":"https://openalex.org/C14911803","wikidata":"https://www.wikidata.org/wiki/Q7532148","display_name":"Situation analysis","level":2,"score":0.3555000126361847},{"id":"https://openalex.org/C111874474","wikidata":"https://www.wikidata.org/wiki/Q6005872","display_name":"Impact assessment","level":2,"score":0.3407999873161316},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.33730000257492065},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.33469998836517334},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.32679998874664307},{"id":"https://openalex.org/C29825287","wikidata":"https://www.wikidata.org/wiki/Q1427940","display_name":"Warning system","level":2,"score":0.3237000107765198},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.323199987411499},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.30149999260902405},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.299699991941452},{"id":"https://openalex.org/C40969351","wikidata":"https://www.wikidata.org/wiki/Q3516228","display_name":"Word error rate","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C95922358","wikidata":"https://www.wikidata.org/wiki/Q5432725","display_name":"False positive rate","level":2,"score":0.2770000100135803},{"id":"https://openalex.org/C2778868856","wikidata":"https://www.wikidata.org/wiki/Q18394273","display_name":"Threat assessment","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.2563000023365021},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.25440001487731934},{"id":"https://openalex.org/C92446256","wikidata":"https://www.wikidata.org/wiki/Q3306762","display_name":"Data validation","level":2,"score":0.2517000138759613}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31449/inf.v50i13.13197","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i13.13197","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/13197/6717","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31449/inf.v50i13.13197","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i13.13197","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/13197/6717","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.7130033373832703}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7161547640.pdf","grobid_xml":"https://content.openalex.org/works/W7161547640.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,61,68,80,110,115,142,160,187,190,194,212],"limitations":[3],"of":[4,11,63,150,157,169,175,193],"existing":[5],"cybersecurity":[6,25,69,221],"prediction":[7,26,116,123,188,222],"methods":[8],"in":[9,159,223],"terms":[10],"insufficient":[12],"feature":[13,99],"extraction":[14,62],"and":[15,38,46,73,93,127,138,152,171,183,205,219,225,236],"low":[16],"parameter":[17],"optimization":[18],"efficiency,":[19],"this":[20],"study":[21],"proposes":[22],"an":[23,40,172],"end-to-end":[24,120],"method":[27,55,144,214],"based":[28],"on":[29,131],"Channel-Spatial":[30],"Dual":[31],"Attention":[32],"(CS-DA)":[33],"to":[34,59,77,113,199],"enhance":[35,60],"situation":[36,86,122],"assessment":[37,71,81,126,162,167,181],"integrating":[39],"improved":[41],"Harris":[42],"Hawks":[43],"Optimization":[44],"algorithm":[45,112],"a":[47,146,153,165],"Global":[48],"Context":[49],"Residual":[50],"Split-Attention":[51],"Network":[52],"(IHHO-GResNeSt).":[53],"This":[54],"first":[56],"introduces":[57],"CS-DA":[58],"key":[64],"threat":[65],"features":[66],"during":[67],"status":[70],"stage,":[72,163,189],"then":[74,107],"uses":[75],"IHHO":[76],"globally":[78],"optimize":[79,114],"model":[82,196],"parameters.":[83],"Subsequently,":[84],"quantified":[85],"values":[87],"are":[88],"used":[89],"as":[90],"prior":[91],"input,":[92],"GResNeSt":[94,111],"is":[95,106,197],"introduced":[96],"for":[97,232],"temporal":[98],"learning.":[100],"The":[101],"Sparrow":[102],"Search":[103],"Algorithm":[104],"(SSA)":[105],"combined":[108],"with":[109,164],"hyperparameters,":[117],"achieving":[118],"integrated":[119],"security":[121,161,233],"that":[124,141,211],"combines":[125],"prediction.":[128],"Experimental":[129],"results":[130,209],"three":[132],"public":[133],"benchmark":[134],"datasets-NSL-KDD,":[135],"UNSW-":[136],"NB15,":[137],"CICIDS2017":[139],"show":[140],"proposed":[143,213],"achieves":[145],"false":[147,154],"negative":[148],"rate":[149,156],"0.05":[151],"positive":[155],"0.03":[158],"situational":[166],"bias":[168],"0.04":[170],"inference":[173],"latency":[174],"only":[176],"32.16":[177],"ms,":[178],"demonstrating":[179],"good":[180],"accuracy":[182],"real-time":[184],"performance.":[185],"In":[186],"RMSE":[191],"(0.08)":[192],"SSA-tuned":[195],"superior":[198],"CNN-":[200],"LSTM":[201],"(0.17),":[202],"XGBoost":[203],"(0.20),":[204],"Transformer":[206],"(0.15).":[207],"These":[208],"demonstrate":[210],"can":[215],"achieve":[216],"high-precision,":[217],"robust,":[218],"efficient":[220],"complex":[224],"dynamic":[226],"network":[227],"environments,":[228],"providing":[229],"reliable":[230],"support":[231],"early":[234],"warning":[235],"decision-":[237],"making.":[238]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-05-19T00:00:00"}