{"id":"https://openalex.org/W2033016738","doi":"https://doi.org/10.1145/1571941.1572087","title":"Incorporating prior knowledge into a transductive ranking algorithm for multi-document summarization","display_name":"Incorporating prior knowledge into a transductive ranking algorithm for multi-document summarization","publication_year":2009,"publication_date":"2009-07-19","ids":{"openalex":"https://openalex.org/W2033016738","doi":"https://doi.org/10.1145/1571941.1572087","mag":"2033016738"},"language":"en","primary_location":{"id":"doi:10.1145/1571941.1572087","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1571941.1572087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=e5d0c574-452d-417c-bea4-4fec9cbb8a7a","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5111528497","display_name":"Massih R. Amini","orcid":null},"institutions":[{"id":"https://openalex.org/I197604219","display_name":"National Academies of Sciences, Engineering, and Medicine","ror":"https://ror.org/02eq2w707","country_code":"US","type":"government","lineage":["https://openalex.org/I197604219"]},{"id":"https://openalex.org/I4210159778","display_name":"National Research Council Canada","ror":"https://ror.org/04mte1k06","country_code":"CA","type":"government","lineage":["https://openalex.org/I4210159778"]}],"countries":["CA","US"],"is_corresponding":false,"raw_author_name":"Massih R. Amini","raw_affiliation_strings":["National Research Council Canada, Gatineau, PQ, Canada","National Research Council Canada, Gatineau, PQ, Canada#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Research Council Canada, Gatineau, PQ, Canada","institution_ids":["https://openalex.org/I4210159778"]},{"raw_affiliation_string":"National Research Council Canada, Gatineau, PQ, Canada#TAB#","institution_ids":["https://openalex.org/I197604219"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084360449","display_name":"Nicolas Usunier","orcid":"https://orcid.org/0000-0002-9324-1457"},"institutions":[{"id":"https://openalex.org/I39804081","display_name":"Sorbonne Universit\u00e9","ror":"https://ror.org/02en5vm52","country_code":"FR","type":"education","lineage":["https://openalex.org/I39804081"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Nicolas Usunier","raw_affiliation_strings":["Universit\u00e9 Pierre et Marie Curie, Paris, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e9 Pierre et Marie Curie, Paris, France","institution_ids":["https://openalex.org/I39804081"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"704","last_page":"705"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9995999932289124,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.998199999332428,"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/automatic-summarization","display_name":"Automatic summarization","score":0.9054690003395081},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.8366391658782959},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7570526599884033},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5564137101173401},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.5398200750350952},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.5243404507637024},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4737955927848816},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4036508798599243},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.401147723197937},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3349687457084656}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9054690003395081},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.8366391658782959},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7570526599884033},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5564137101173401},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.5398200750350952},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.5243404507637024},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4737955927848816},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4036508798599243},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.401147723197937},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3349687457084656},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/1571941.1572087","is_oa":false,"landing_page_url":"https://doi.org/10.1145/1571941.1572087","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:16067309","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/fra/voir/objet/?id=e5d0c574-452d-417c-bea4-4fec9cbb8a7a","pdf_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=e5d0c574-452d-417c-bea4-4fec9cbb8a7a","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:HAL:hal-01297940v1","is_oa":false,"landing_page_url":"https://hal.science/hal-01297940","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ACM International Conference on Research and Development in Information Retrieval, Jul 2009, Boston, United States. pp.704-705, &#x27E8;10.1145/1571941.1572087&#x27E9;","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:cisti-icist.nrc-cnrc.ca:cistinparc:16067309","is_oa":true,"landing_page_url":"https://nrc-publications.canada.ca/fra/voir/objet/?id=e5d0c574-452d-417c-bea4-4fec9cbb8a7a","pdf_url":"https://nrc-publications.canada.ca/eng/view/accepted/?id=e5d0c574-452d-417c-bea4-4fec9cbb8a7a","source":{"id":"https://openalex.org/S7407055245","display_name":"NPARC","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6700000166893005,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2033016738.pdf"},"referenced_works_count":4,"referenced_works":["https://openalex.org/W1588495139","https://openalex.org/W1638608766","https://openalex.org/W2145837098","https://openalex.org/W2959589791"],"related_works":["https://openalex.org/W402673672","https://openalex.org/W3127142483","https://openalex.org/W4385565564","https://openalex.org/W2138488530","https://openalex.org/W2898073868","https://openalex.org/W2971071571","https://openalex.org/W2798835721","https://openalex.org/W2387658907","https://openalex.org/W2922169395","https://openalex.org/W2385796165"],"abstract_inverted_index":{"This":[0,82],"paper":[1],"presents":[2],"a":[3,25,40,46,57,62,87],"transductive":[4],"approach":[5,20],"to":[6,30,39,75],"learn":[7],"ranking":[8,47,58],"functions":[9],"for":[10],"extractive":[11],"multi-document":[12],"summarization.":[13],"At":[14],"the":[15,18,71],"first":[16],"stage,":[17],"proposed":[19],"identifies":[21],"topic":[22],"themes":[23],"within":[24],"document":[26],"collection,":[27],"which":[28],"help":[29],"identify":[31],"two":[32,51],"sets":[33,52],"of":[34,53,70],"relevant":[35,78],"and":[36,60,79],"irrelevant":[37,80],"sentences":[38,54],"question.":[41],"It":[42],"then":[43],"iteratively":[44],"trains":[45],"function":[48,72],"over":[49],"these":[50],"by":[55],"optimizing":[56],"loss":[59],"fitting":[61],"prior":[63],"model":[64],"built":[65],"on":[66],"keywords.":[67],"The":[68],"output":[69],"is":[73,84,91],"used":[74],"find":[76],"further":[77],"sentences.":[81],"process":[83],"repeated":[85],"until":[86],"desired":[88],"stopping":[89],"criterion":[90],"met.":[92]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":2},{"year":2014,"cited_by_count":3},{"year":2013,"cited_by_count":1},{"year":2012,"cited_by_count":4}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
