{"id":"https://openalex.org/W2018854044","doi":"https://doi.org/10.1145/1281192.1281231","title":"Enhanced max margin learning on multimodal data mining in a multimedia database","display_name":"Enhanced max margin learning on multimodal data mining in a multimedia database","publication_year":2007,"publication_date":"2007-08-12","ids":{"openalex":"https://openalex.org/W2018854044","doi":"https://doi.org/10.1145/1281192.1281231","mag":"2018854044"},"language":"en","primary_location":{"id":"doi:10.1145/1281192.1281231","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1281192.1281231","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},"type":"conference-paper","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/A5102003367","display_name":"Zhen Guo","orcid":"https://orcid.org/0000-0003-3967-4304"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhen Guo","raw_affiliation_strings":["State University of New York at Binghamton","State University of New York at Binghamton,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State University of New York at Binghamton","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"State University of New York at Binghamton,","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036747535","display_name":"Zhongfei Zhang","orcid":"https://orcid.org/0000-0001-5098-2506"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhongfei Zhang","raw_affiliation_strings":["State University of New York at Binghamton","State University of New York at Binghamton,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State University of New York at Binghamton","institution_ids":["https://openalex.org/I123946342"]},{"raw_affiliation_string":"State University of New York at Binghamton,","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009547049","display_name":"Eric P. Xing","orcid":"https://orcid.org/0009-0005-9158-4201"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Xing","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035605036","display_name":"Christos Faloutsos","orcid":"https://orcid.org/0000-0003-2996-9790"},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christos Faloutsos","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"340","last_page":"349"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9914000034332275,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9914000034332275,"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/T11106","display_name":"Data Management and Algorithms","score":0.9851999878883362,"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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9843999743461609,"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":0.8491418361663818},{"id":"https://openalex.org/keywords/margin","display_name":"Margin (machine learning)","score":0.7983371019363403},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6855112314224243},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.49219122529029846},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.43577373027801514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.41357892751693726},{"id":"https://openalex.org/keywords/convergence","display_name":"Convergence (economics)","score":0.4103577136993408},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39492860436439514},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2793477177619934}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8491418361663818},{"id":"https://openalex.org/C774472","wikidata":"https://www.wikidata.org/wiki/Q6760393","display_name":"Margin (machine learning)","level":2,"score":0.7983371019363403},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6855112314224243},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.49219122529029846},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.43577373027801514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41357892751693726},{"id":"https://openalex.org/C2777303404","wikidata":"https://www.wikidata.org/wiki/Q759757","display_name":"Convergence (economics)","level":2,"score":0.4103577136993408},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39492860436439514},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2793477177619934},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1145/1281192.1281231","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1281192.1281231","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.164.8378","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.164.8378","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.fortune.binghamton.edu/publications/frp423-guo.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.378.7973","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.378.7973","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.sailing.cs.cmu.edu/pdf/2007/zhenkdd07.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.72.9677","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.72.9677","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.cmu.edu/~epxing/papers/KDD2007-final.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":263,"referenced_works":["https://openalex.org/W279634633","https://openalex.org/W340795303","https://openalex.org/W955451921","https://openalex.org/W959861732","https://openalex.org/W1003096777","https://openalex.org/W1012468749","https://openalex.org/W1018381205","https://openalex.org/W1032001894","https://openalex.org/W1482183815","https://openalex.org/W1489933549","https://openalex.org/W1496387708","https://openalex.org/W1497104433","https://openalex.org/W1497563229","https://openalex.org/W1501471338","https://openalex.org/W1503993792","https://openalex.org/W1509275948","https://openalex.org/W1511924373","https://openalex.org/W1516914284","https://openalex.org/W1523986117","https://openalex.org/W1524796909","https://openalex.org/W1526103475","https://openalex.org/W1527659222","https://openalex.org/W1528716185","https://openalex.org/W1529777617","https://openalex.org/W1537642266","https://openalex.org/W1537857163","https://openalex.org/W1541184751","https://openalex.org/W1547075126","https://openalex.org/W1547655745","https://openalex.org/W1553197793","https://openalex.org/W1553625743","https://openalex.org/W1554025604","https://openalex.org/W1557739214","https://openalex.org/W1566081901","https://openalex.org/W1568084424","https://openalex.org/W1569671829","https://openalex.org/W1577763748","https://openalex.org/W1577802365","https://openalex.org/W1580151137","https://openalex.org/W1587360652","https://openalex.org/W1588836536","https://openalex.org/W1591195992","https://openalex.org/W1593271214","https://openalex.org/W1596202151","https://openalex.org/W1597463543","https://openalex.org/W1601527654","https://openalex.org/W1604451795","https://openalex.org/W1607728522","https://openalex.org/W1621596027","https://openalex.org/W1636709250","https://openalex.org/W1648288072","https://openalex.org/W1659437764","https://openalex.org/W1666447063","https://openalex.org/W1674085622","https://openalex.org/W1749126504","https://openalex.org/W1761010383","https://openalex.org/W1769290054","https://openalex.org/W1776038980","https://openalex.org/W1783715584","https://openalex.org/W1793869751","https://openalex.org/W1827015340","https://openalex.org/W1831895866","https://openalex.org/W1832799804","https://openalex.org/W1832825519","https://openalex.org/W1833689781","https://openalex.org/W1836095215","https://openalex.org/W1842136398","https://openalex.org/W1844529942","https://openalex.org/W1857773622","https://openalex.org/W1858761394","https://openalex.org/W1859218203","https://openalex.org/W1866180982","https://openalex.org/W1873403941","https://openalex.org/W1879271717","https://openalex.org/W1883637158","https://openalex.org/W1889199825","https://openalex.org/W1889262089","https://openalex.org/W1891202985","https://openalex.org/W1892097427","https://openalex.org/W1892238469","https://openalex.org/W1892583048","https://openalex.org/W1893217491","https://openalex.org/W1894568191","https://openalex.org/W1895775154","https://openalex.org/W1899311815","https://openalex.org/W1900158129","https://openalex.org/W1901975180","https://openalex.org/W1903243005","https://openalex.org/W1903744940","https://openalex.org/W1903824142","https://openalex.org/W1904178188","https://openalex.org/W1904795895","https://openalex.org/W1905187957","https://openalex.org/W1906894956","https://openalex.org/W1908695869","https://openalex.org/W1913185207","https://openalex.org/W1915769139","https://openalex.org/W1917215959","https://openalex.org/W1919861069","https://openalex.org/W1925773062","https://openalex.org/W1926545509","https://openalex.org/W1929250585","https://openalex.org/W1931849584","https://openalex.org/W1934019294","https://openalex.org/W1940073394","https://openalex.org/W1942327821","https://openalex.org/W1949742606","https://openalex.org/W1949766983","https://openalex.org/W1950787348","https://openalex.org/W1953067478","https://openalex.org/W1955447997","https://openalex.org/W1957621113","https://openalex.org/W1957691655","https://openalex.org/W1958734099","https://openalex.org/W1960150345","https://openalex.org/W1961992539","https://openalex.org/W1963617585","https://openalex.org/W1979711143","https://openalex.org/W1985308189","https://openalex.org/W1994458808","https://openalex.org/W1999931200","https://openalex.org/W2010624529","https://openalex.org/W2016160995","https://openalex.org/W2020842694","https://openalex.org/W2036931824","https://openalex.org/W2047089724","https://openalex.org/W2063049279","https://openalex.org/W2079721366","https://openalex.org/W2080285674","https://openalex.org/W2082261210","https://openalex.org/W2087544865","https://openalex.org/W2096900112","https://openalex.org/W2097826433","https://openalex.org/W2097992704","https://openalex.org/W2098351862","https://openalex.org/W2099132856","https://openalex.org/W2099538201","https://openalex.org/W2103008992","https://openalex.org/W2103142167","https://openalex.org/W2103377363","https://openalex.org/W2104252248","https://openalex.org/W2105644991","https://openalex.org/W2106998539","https://openalex.org/W2107075517","https://openalex.org/W2107993652","https://openalex.org/W2109545269","https://openalex.org/W2111673440","https://openalex.org/W2112649617","https://openalex.org/W2112849036","https://openalex.org/W2112964610","https://openalex.org/W2113939839","https://openalex.org/W2114414873","https://openalex.org/W2115517344","https://openalex.org/W2115876302","https://openalex.org/W2115922521","https://openalex.org/W2117002531","https://openalex.org/W2120535003","https://openalex.org/W2120979779","https://openalex.org/W2122576862","https://openalex.org/W2123241287","https://openalex.org/W2124412787","https://openalex.org/W2127115166","https://openalex.org/W2129371598","https://openalex.org/W2129407262","https://openalex.org/W2130660124","https://openalex.org/W2134119937","https://openalex.org/W2136654119","https://openalex.org/W2137450504","https://openalex.org/W2138134654","https://openalex.org/W2138713241","https://openalex.org/W2139087422","https://openalex.org/W2139539998","https://openalex.org/W2139686264","https://openalex.org/W2140368924","https://openalex.org/W2140577028","https://openalex.org/W2140620970","https://openalex.org/W2142920545","https://openalex.org/W2144019283","https://openalex.org/W2144407188","https://openalex.org/W2145222014","https://openalex.org/W2146047215","https://openalex.org/W2147508046","https://openalex.org/W2147880316","https://openalex.org/W2147899398","https://openalex.org/W2148737430","https://openalex.org/W2149274153","https://openalex.org/W2149729925","https://openalex.org/W2149868861","https://openalex.org/W2150636252","https://openalex.org/W2151039427","https://openalex.org/W2151193422","https://openalex.org/W2151582117","https://openalex.org/W2151681524","https://openalex.org/W2153811522","https://openalex.org/W2155937463","https://openalex.org/W2156336347","https://openalex.org/W2156909104","https://openalex.org/W2158993856","https://openalex.org/W2160731982","https://openalex.org/W2161348423","https://openalex.org/W2162028067","https://openalex.org/W2163543968","https://openalex.org/W2164223141","https://openalex.org/W2165976875","https://openalex.org/W2170545739","https://openalex.org/W2171260396","https://openalex.org/W2171394706","https://openalex.org/W2171665237","https://openalex.org/W2198790933","https://openalex.org/W2200182917","https://openalex.org/W2200741594","https://openalex.org/W2201411515","https://openalex.org/W2201895120","https://openalex.org/W2202595788","https://openalex.org/W2203118094","https://openalex.org/W2203963432","https://openalex.org/W2204382979","https://openalex.org/W2205123195","https://openalex.org/W2205168934","https://openalex.org/W2208469016","https://openalex.org/W2208521216","https://openalex.org/W2209215185","https://openalex.org/W2210024166","https://openalex.org/W2211768104","https://openalex.org/W2213361352","https://openalex.org/W2214063610","https://openalex.org/W2216981426","https://openalex.org/W2218530192","https://openalex.org/W2221677667","https://openalex.org/W2223059709","https://openalex.org/W2229509336","https://openalex.org/W2237868766","https://openalex.org/W2242371208","https://openalex.org/W2243877372","https://openalex.org/W2243914177","https://openalex.org/W2245199510","https://openalex.org/W2253447454","https://openalex.org/W2254409699","https://openalex.org/W2256026814","https://openalex.org/W2258366870","https://openalex.org/W2265283623","https://openalex.org/W2266194406","https://openalex.org/W2269535663","https://openalex.org/W2271141156","https://openalex.org/W2272697079","https://openalex.org/W2273070275","https://openalex.org/W2283138830","https://openalex.org/W2286917367","https://openalex.org/W2296319761","https://openalex.org/W2297104933","https://openalex.org/W2395946657","https://openalex.org/W2396194374","https://openalex.org/W2397888650","https://openalex.org/W2398810150","https://openalex.org/W2404565025","https://openalex.org/W2417680990","https://openalex.org/W2429914308","https://openalex.org/W2541794668","https://openalex.org/W2601715878","https://openalex.org/W4249572517","https://openalex.org/W4285719527","https://openalex.org/W6675760969","https://openalex.org/W6680627905"],"related_works":["https://openalex.org/W3125011624","https://openalex.org/W1508631387","https://openalex.org/W2370917603","https://openalex.org/W2952760143","https://openalex.org/W2017776670","https://openalex.org/W2347897961","https://openalex.org/W2389214306","https://openalex.org/W2340870721","https://openalex.org/W2358318464","https://openalex.org/W2979236518"],"abstract_inverted_index":{"The":[0,85],"problem":[1,17,80,144],"of":[2,159],"multimodal":[3,77,141,166,181,212,247],"data":[4,78,142,167,182,213,248],"mining":[5,79,143,168,183,214,249],"in":[6,81,111,122,149,185],"a":[7,14,49,82,93,114,165,171,210,222,245],"multimedia":[8,83,175],"database":[9,161],"can":[10],"be":[11],"addressed":[12],"as":[13,204,206],"structured":[15,28],"prediction":[16],"where":[18],"we":[19,47,64,90,126,229],"learn":[20],"the":[21,27,38,42,76,100,140,150,153,160,186,201,217,226,233,241],"mapping":[22],"from":[23,216],"an":[24,70,134],"input":[25],"to":[26,68,75,132,139,170,232],"and":[29,72,136,177,239],"interdependent":[30],"output":[31],"variables.":[32],"In":[33,62],"this":[34,129,195],"paper,":[35],"built":[36],"upon":[37],"existing":[39,180],"literature":[40,187],"on":[41],"max":[43,51,95,102],"margin":[44,52,96,103],"based":[45],"learning,":[46],"develop":[48],"new":[50,94],"learning":[53,97,104,112],"approach":[54,98,131],"called":[55],"Enhanced":[56],"Max":[57],"Margin":[58],"Learning":[59],"(EMML)":[60],"framework.":[61],"addition,":[63],"apply":[65,230],"EMML":[66,130,220],"framework":[67,105],"developing":[69,133],"effective":[71,135],"efficient":[73,110,137],"solution":[74,138],"database.":[84],"main":[86],"contributions":[87],"include:":[88],"(1)":[89],"have":[91,127],"developed":[92],"\u2014":[99],"enhanced":[101],"that":[106,145,152,188],"is":[107,120,146,157,197,221],"much":[108,115],"more":[109],"with":[113,244],"faster":[116],"convergence":[117],"rate,":[118],"which":[119],"verified":[121],"empirical":[123,207],"evaluations;":[124],"(2)":[125],"applied":[128],"highly":[147],"scalable":[148],"sense":[151],"query":[154],"response":[155],"time":[156],"independent":[158],"scale,":[162],"allowing":[163],"facilitating":[164],"querying":[169],"very":[172],"large":[173],"scale":[174,191],"database,":[176,238],"excelling":[178],"many":[179],"methods":[184],"do":[189],"not":[190],"up":[192],"at":[193],"all;":[194],"advantage":[196],"also":[198],"supported":[199],"through":[200],"complexity":[202],"analysis":[203],"well":[205],"evaluations":[208],"against":[209],"state-of-the-art":[211,246],"method":[215],"literature.":[218],"While":[219],"general":[223],"framework,":[224],"for":[225],"evaluation":[227],"purpose,":[228],"it":[231],"Berkeley":[234],"Drosophila":[235],"embryo":[236],"image":[237],"report":[240],"performance":[242],"comparison":[243],"method.":[250]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}