{"id":"https://openalex.org/W2430187534","doi":"https://doi.org/10.1109/siu.2016.7496144","title":"Comparison of decision fusion methods for steganalysis","display_name":"Comparison of decision fusion methods for steganalysis","publication_year":2016,"publication_date":"2016-05-01","ids":{"openalex":"https://openalex.org/W2430187534","doi":"https://doi.org/10.1109/siu.2016.7496144","mag":"2430187534"},"language":"en","primary_location":{"id":"doi:10.1109/siu.2016.7496144","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2016.7496144","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 24th Signal Processing and Communication Application Conference (SIU)","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/A5048471237","display_name":"\u0130lkay At\u0131l","orcid":null},"institutions":[{"id":"https://openalex.org/I198068145","display_name":"Scientific and Technological Research Council of Turkey","ror":"https://ror.org/04w9kkr77","country_code":"TR","type":"government","lineage":["https://openalex.org/I198068145"]}],"countries":["TR"],"is_corresponding":true,"raw_author_name":"Ilkay Atil","raw_affiliation_strings":["TUBITAK Uzay Teknolojileri Arastirma Enstitusu, Ankara, Ankara, TR"],"affiliations":[{"raw_affiliation_string":"TUBITAK Uzay Teknolojileri Arastirma Enstitusu, Ankara, Ankara, TR","institution_ids":["https://openalex.org/I198068145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108244160","display_name":"Ersin Esen","orcid":null},"institutions":[{"id":"https://openalex.org/I198068145","display_name":"Scientific and Technological Research Council of Turkey","ror":"https://ror.org/04w9kkr77","country_code":"TR","type":"government","lineage":["https://openalex.org/I198068145"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Ersin Esen","raw_affiliation_strings":["TUBITAK Uzay Teknolojileri Arastirma Enstitusu, Ankara, Ankara, TR"],"affiliations":[{"raw_affiliation_string":"TUBITAK Uzay Teknolojileri Arastirma Enstitusu, Ankara, Ankara, TR","institution_ids":["https://openalex.org/I198068145"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5048471237"],"corresponding_institution_ids":["https://openalex.org/I198068145"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04599997,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1933","last_page":"1936"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10388","display_name":"Advanced Steganography and Watermarking Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10828","display_name":"Biometric Identification and Security","score":0.9908999800682068,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/steganalysis","display_name":"Steganalysis","score":0.974217414855957},{"id":"https://openalex.org/keywords/steganography","display_name":"Steganography","score":0.7491748332977295},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7214728593826294},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.701038122177124},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6739658117294312},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6718760132789612},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.6362780332565308},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5546998977661133},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.46019625663757324},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.3453062176704407},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3439190685749054},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.24194106459617615}],"concepts":[{"id":"https://openalex.org/C107368093","wikidata":"https://www.wikidata.org/wiki/Q448176","display_name":"Steganalysis","level":4,"score":0.974217414855957},{"id":"https://openalex.org/C108801101","wikidata":"https://www.wikidata.org/wiki/Q15032","display_name":"Steganography","level":3,"score":0.7491748332977295},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7214728593826294},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.701038122177124},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6739658117294312},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6718760132789612},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.6362780332565308},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5546998977661133},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.46019625663757324},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.3453062176704407},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3439190685749054},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.24194106459617615},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/siu.2016.7496144","is_oa":false,"landing_page_url":"https://doi.org/10.1109/siu.2016.7496144","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 24th Signal Processing and Communication Application Conference (SIU)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.7099999785423279}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1806317803","https://openalex.org/W1972785987","https://openalex.org/W2031466562","https://openalex.org/W2049562124","https://openalex.org/W2054408106","https://openalex.org/W2071451750","https://openalex.org/W2082808011","https://openalex.org/W2124664712","https://openalex.org/W2133743319","https://openalex.org/W2324300030","https://openalex.org/W2538511122","https://openalex.org/W2913337807"],"related_works":["https://openalex.org/W2148973528","https://openalex.org/W2939392096","https://openalex.org/W4243922849","https://openalex.org/W2106726851","https://openalex.org/W4309385482","https://openalex.org/W2068740952","https://openalex.org/W1583147569","https://openalex.org/W2182496537","https://openalex.org/W2792878404","https://openalex.org/W3154843532"],"abstract_inverted_index":{"In":[0],"this":[1],"work,":[2],"we":[3],"compare":[4,51],"the":[5,14,46,86],"effect":[6],"of":[7,17],"using":[8],"different":[9,26,30,34,41,53],"decision":[10],"fusion":[11,54,78,94],"methods":[12],"on":[13],"detection":[15,31,48,88],"performance":[16],"a":[18,76],"steganalysis":[19,27,38,42],"system.":[20],"It":[21],"has":[22,29],"been":[23],"shown":[24],"that":[25,70],"features":[28,43],"rates":[32,89],"for":[33],"steganography":[35],"methods.":[36,95],"Therefore,":[37],"systems":[39],"combine":[40],"to":[44,74,92],"obtain":[45],"best":[47,73,87],"rates.":[49],"We":[50,67],"four":[52],"methods;":[55],"feature":[56],"concatenation,":[57],"weighted":[58],"fusion,":[59],"neural":[60,83],"networks":[61,84],"and":[62,82],"Support":[63],"Vector":[64],"Machines":[65],"(SVM).":[66],"have":[68],"observed":[69],"it":[71],"is":[72],"use":[75],"non-linear":[77],"method":[79],"because":[80],"SVM":[81],"gives":[85],"when":[90],"compared":[91],"linear":[93]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}