{"id":"https://openalex.org/W1966765821","doi":"https://doi.org/10.1145/1871437.1871644","title":"Directly optimizing evaluation measures in learning to rank based on the clonal selection algorithm","display_name":"Directly optimizing evaluation measures in learning to rank based on the clonal selection algorithm","publication_year":2010,"publication_date":"2010-10-26","ids":{"openalex":"https://openalex.org/W1966765821","doi":"https://doi.org/10.1145/1871437.1871644","mag":"1966765821"},"language":"en","primary_location":{"id":"doi:10.1145/1871437.1871644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1871437.1871644","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM international conference on Information and knowledge management","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/A5019915847","display_name":"Qiang He","orcid":"https://orcid.org/0000-0002-1820-6141"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiang He","raw_affiliation_strings":["Shandong University, Jinan, China","Shandong University, Jinan, CHINA"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shandong University, Jinan, CHINA","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100643097","display_name":"Jun Ma","orcid":"https://orcid.org/0000-0002-4408-1661"},"institutions":[{"id":"https://openalex.org/I154099455","display_name":"Shandong University","ror":"https://ror.org/0207yh398","country_code":"CN","type":"education","lineage":["https://openalex.org/I154099455"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Ma","raw_affiliation_strings":["Shandong University, Jinan, China","Shandong University, Jinan, CHINA"],"affiliations":[{"raw_affiliation_string":"Shandong University, Jinan, China","institution_ids":["https://openalex.org/I154099455"]},{"raw_affiliation_string":"Shandong University, Jinan, CHINA","institution_ids":["https://openalex.org/I154099455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050255638","display_name":"Shuaiqiang Wang","orcid":"https://orcid.org/0000-0002-9212-1947"},"institutions":[{"id":"https://openalex.org/I13511017","display_name":"Texas State University","ror":"https://ror.org/05h9q1g27","country_code":"US","type":"education","lineage":["https://openalex.org/I13511017"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shuaiqiang Wang","raw_affiliation_strings":["Texas State University, San Marcos, TX, USA","Texas State University-San Marcos, TX, USA"],"affiliations":[{"raw_affiliation_string":"Texas State University, San Marcos, TX, USA","institution_ids":["https://openalex.org/I13511017"]},{"raw_affiliation_string":"Texas State University-San Marcos, TX, USA","institution_ids":["https://openalex.org/I13511017"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5019915847"],"corresponding_institution_ids":["https://openalex.org/I154099455"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.07504384,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1449","last_page":"1452"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.9954000115394592,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9954000115394592,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9936000108718872,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.9915000200271606,"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/ranking","display_name":"Ranking (information retrieval)","score":0.762711763381958},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7283377051353455},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.6813198328018188},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.6551529169082642},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.6203777194023132},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.5872849225997925},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5622091293334961},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5568766593933105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5267079472541809},{"id":"https://openalex.org/keywords/ideal","display_name":"Ideal (ethics)","score":0.5168645977973938},{"id":"https://openalex.org/keywords/clonal-selection-algorithm","display_name":"Clonal selection algorithm","score":0.49900221824645996},{"id":"https://openalex.org/keywords/measure","display_name":"Measure (data warehouse)","score":0.4786083400249481},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4534067213535309},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.4223357141017914},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38998502492904663},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18597203493118286}],"concepts":[{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.762711763381958},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283377051353455},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.6813198328018188},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.6551529169082642},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.6203777194023132},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.5872849225997925},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5622091293334961},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5568766593933105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5267079472541809},{"id":"https://openalex.org/C2776639384","wikidata":"https://www.wikidata.org/wiki/Q840396","display_name":"Ideal (ethics)","level":2,"score":0.5168645977973938},{"id":"https://openalex.org/C2778138027","wikidata":"https://www.wikidata.org/wiki/Q5134949","display_name":"Clonal selection algorithm","level":3,"score":0.49900221824645996},{"id":"https://openalex.org/C2780009758","wikidata":"https://www.wikidata.org/wiki/Q6804172","display_name":"Measure (data warehouse)","level":2,"score":0.4786083400249481},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4534067213535309},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.4223357141017914},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38998502492904663},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18597203493118286},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C93768804","wikidata":"https://www.wikidata.org/wiki/Q2518735","display_name":"Artificial immune system","level":2,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","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},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/1871437.1871644","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1871437.1871644","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 19th ACM international conference on Information and knowledge management","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.724.8744","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.724.8744","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://users.jyu.fi/%7Eswang/publications/CIKM10.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W196422389","https://openalex.org/W1973500996","https://openalex.org/W2001832483","https://openalex.org/W2059001985","https://openalex.org/W2108862644","https://openalex.org/W2129245267","https://openalex.org/W2142537246","https://openalex.org/W2912336305","https://openalex.org/W2988119488","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W3127142483","https://openalex.org/W3160516639","https://openalex.org/W4385565564","https://openalex.org/W2898073868","https://openalex.org/W2138488530","https://openalex.org/W2971071571","https://openalex.org/W2798835721","https://openalex.org/W2387658907","https://openalex.org/W2922169395","https://openalex.org/W25098770"],"abstract_inverted_index":{"One":[0],"fundamental":[1],"issue":[2],"of":[3,10,102],"learning":[4,48],"to":[5,13,62,74],"rank":[6],"is":[7,58],"the":[8,17,41,70,89,97],"choice":[9],"loss":[11],"function":[12,79],"be":[14,33],"optimized.":[15],"Although":[16],"evaluation":[18,65],"measures":[19],"used":[20,34],"in":[21,28,45,84,100],"Information":[22],"Retrieval":[23],"(IR)":[24],"are":[25],"ideal":[26],"ones,":[27],"many":[29],"cases":[30],"they":[31,37],"can't":[32],"directly":[35],"because":[36],"do":[38],"not":[39],"satisfy":[40],"smooth":[42],"property":[43],"needed":[44],"conventional":[46],"machine":[47],"algorithms.":[49],"In":[50],"this":[51],"paper":[52],"a":[53],"new":[54],"method":[55],"named":[56],"RankCSA":[57,95],"proposed,":[59],"which":[60],"tries":[61],"use":[63],"IR":[64],"measure":[66],"directly.":[67],"It":[68],"employs":[69],"clonal":[71],"selection":[72],"algorithm":[73],"learn":[75],"an":[76],"effective":[77],"ranking":[78],"by":[80],"combining":[81],"various":[82],"evidences":[83],"IR.":[85],"Experimental":[86],"results":[87],"on":[88],"LETOR":[90],"benchmarh":[91],"datasets":[92],"demonstrate":[93],"that":[94],"outperforms":[96],"baseline":[98],"methods":[99],"terms":[101],"[email":[103,107],"protected],":[104],"MAP":[105],"and":[106],"protected]":[108]},"counts_by_year":[{"year":2020,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}