{"id":"https://openalex.org/W3040039669","doi":"https://doi.org/10.1007/s13222-020-00350-y","title":"Leveraging Arguments in User Reviews for Generating and Explaining Recommendations","display_name":"Leveraging Arguments in User Reviews for Generating and Explaining Recommendations","publication_year":2020,"publication_date":"2020-07-01","ids":{"openalex":"https://openalex.org/W3040039669","doi":"https://doi.org/10.1007/s13222-020-00350-y","mag":"3040039669"},"language":"en","primary_location":{"id":"doi:10.1007/s13222-020-00350-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-020-00350-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-020-00350-y.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s13222-020-00350-y.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057683199","display_name":"Tim Donkers","orcid":"https://orcid.org/0000-0002-9230-1243"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Tim Donkers","raw_affiliation_strings":["Universit\u00e4t Duisburg-Essen, Forsthausweg 2, Duisburg, Germany","Universit\u00e4t Duisburg-Essen, Forsthausweg\u00a02, Duisburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universit\u00e4t Duisburg-Essen, Forsthausweg 2, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]},{"raw_affiliation_string":"Universit\u00e4t Duisburg-Essen, Forsthausweg\u00a02, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040353606","display_name":"J\u00fcrgen Ziegler","orcid":"https://orcid.org/0000-0001-9603-5272"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"J\u00fcrgen Ziegler","raw_affiliation_strings":["Universit\u00e4t Duisburg-Essen, Forsthausweg 2, Duisburg, Germany","Universit\u00e4t Duisburg-Essen, Forsthausweg\u00a02, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9603-5272","affiliations":[{"raw_affiliation_string":"Universit\u00e4t Duisburg-Essen, Forsthausweg 2, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]},{"raw_affiliation_string":"Universit\u00e4t Duisburg-Essen, Forsthausweg\u00a02, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5040353606"],"corresponding_institution_ids":["https://openalex.org/I62318514"],"apc_list":{"value":2380,"currency":"EUR","value_usd":2890},"apc_paid":{"value":2380,"currency":"EUR","value_usd":2890},"fwci":0.2709,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63832942,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"20","issue":"2","first_page":"181","last_page":"187"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.9970999956130981,"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":0.8372787833213806},{"id":"https://openalex.org/keywords/argumentative","display_name":"Argumentative","score":0.7640696167945862},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.5774064660072327},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5585031509399414},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.48739486932754517},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.48374056816101074},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.4753957688808441},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4062888026237488},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3432428240776062},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07397079467773438}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8372787833213806},{"id":"https://openalex.org/C2781306805","wikidata":"https://www.wikidata.org/wiki/Q4789761","display_name":"Argumentative","level":2,"score":0.7640696167945862},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.5774064660072327},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5585031509399414},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.48739486932754517},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.48374056816101074},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.4753957688808441},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4062888026237488},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3432428240776062},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07397079467773438},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","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/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s13222-020-00350-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-020-00350-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-020-00350-y.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s13222-020-00350-y","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s13222-020-00350-y","pdf_url":"https://link.springer.com/content/pdf/10.1007/s13222-020-00350-y.pdf","source":{"id":"https://openalex.org/S73012565","display_name":"Datenbank-Spektrum","issn_l":"1610-1995","issn":["1610-1995","1618-2162"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Datenbank-Spektrum","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325052","display_name":"Universit\u00e4t Duisburg-Essen","ror":"https://ror.org/04mz5ra38"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3040039669.pdf","grobid_xml":"https://content.openalex.org/works/W3040039669.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1500664688","https://openalex.org/W1522301498","https://openalex.org/W1533861849","https://openalex.org/W2001259128","https://openalex.org/W2054141820","https://openalex.org/W2064675550","https://openalex.org/W2071283884","https://openalex.org/W2100171245","https://openalex.org/W2120587524","https://openalex.org/W2123442489","https://openalex.org/W2133564696","https://openalex.org/W2140298320","https://openalex.org/W2150147370","https://openalex.org/W2152184085","https://openalex.org/W2164455818","https://openalex.org/W2200988052","https://openalex.org/W2282821441","https://openalex.org/W2327805699","https://openalex.org/W2468328197","https://openalex.org/W2513620429","https://openalex.org/W2559655401","https://openalex.org/W2597601064","https://openalex.org/W2741252866","https://openalex.org/W2788376297","https://openalex.org/W2792932412","https://openalex.org/W2799784776","https://openalex.org/W2880538805","https://openalex.org/W2899771611","https://openalex.org/W2908054697","https://openalex.org/W2941411956","https://openalex.org/W2945976633","https://openalex.org/W2950527759","https://openalex.org/W2951008357","https://openalex.org/W2963626623","https://openalex.org/W2964308564","https://openalex.org/W2975699917","https://openalex.org/W2979666134","https://openalex.org/W2991380435","https://openalex.org/W3010483901","https://openalex.org/W4296820775","https://openalex.org/W4303633609"],"related_works":["https://openalex.org/W2965892119","https://openalex.org/W3189036019","https://openalex.org/W3123017387","https://openalex.org/W2914617016","https://openalex.org/W3094046600","https://openalex.org/W2971866894","https://openalex.org/W4226218582","https://openalex.org/W2995714616","https://openalex.org/W4401051025","https://openalex.org/W2065296176"],"abstract_inverted_index":{"Abstract":[0],"Review":[1],"texts":[2],"constitute":[3],"a":[4,25,39,44,153],"valuable":[5],"source":[6],"for":[7,24,97,124],"making":[8],"system-generated":[9],"recommendations":[10],"both":[11],"more":[12,15],"accurate":[13],"and":[14,61,102,152],"transparent.":[16],"Reviews":[17],"typically":[18],"contain":[19],"statements":[20,130],"providing":[21],"argumentative":[22],"support":[23],"given":[26],"item":[27,65,78,127],"rating":[28],"that":[29,89],"can":[30,90],"be":[31,91],"exploited":[32],"to":[33,52,58,64,67],"explain":[34,75],"the":[35,72,114,118,125,147],"recommended":[36],"items":[37],"in":[38],"personalized":[40],"manner.":[41],"We":[42],"propose":[43],"novel":[45],"method":[46],"called":[47],"Aspect-based":[48],"Transparent":[49],"Memories":[50],"(ATM)":[51],"model":[53],"user":[54,116],"preferences":[55],"with":[56,139],"respect":[57],"relevant":[59],"aspects":[60],"compare":[62],"them":[63],"properties":[66],"predict":[68],"ratings,":[69],"and,":[70],"by":[71,113],"same":[73],"mechanism,":[74],"why":[76],"an":[77,121],"is":[79],"recommended.":[80],"The":[81,104],"ATM":[82],"architecture":[83],"consists":[84],"of":[85,95,110,131,157],"two":[86,145],"neural":[87,158],"memories":[88],"viewed":[92],"as":[93],"arrays":[94],"slots":[96],"storing":[98],"information":[99],"about":[100],"users":[101],"items.":[103],"first":[105],"memory":[106],"component":[107],"encodes":[108],"representations":[109],"sentences":[111],"composed":[112],"target":[115,126],"while":[117],"second":[119],"holds":[120],"equivalent":[122],"representation":[123],"based":[128],"on":[129],"other":[132],"users.":[133],"An":[134],"offline":[135],"evaluation":[136],"was":[137],"performed":[138],"three":[140],"datasets,":[141],"showing":[142],"advantages":[143],"over":[144],"baselines,":[146],"well-established":[148],"Matrix":[149],"Factorization":[150],"technique":[151],"recent":[154],"competitive":[155],"representative":[156],"attentional":[159],"recommender":[160],"techniques.":[161]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}
