{"id":"https://openalex.org/W3182747618","doi":"https://doi.org/10.1145/3460231.3474604","title":"You Do Not Need a Bigger Boat: Recommendations at Reasonable Scale in a (Mostly) Serverless and Open Stack","display_name":"You Do Not Need a Bigger Boat: Recommendations at Reasonable Scale in a (Mostly) Serverless and Open Stack","publication_year":2021,"publication_date":"2021-09-13","ids":{"openalex":"https://openalex.org/W3182747618","doi":"https://doi.org/10.1145/3460231.3474604","mag":"3182747618"},"language":"en","primary_location":{"id":"doi:10.1145/3460231.3474604","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3460231.3474604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fifteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2107.07346","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008079520","display_name":"Jacopo Tagliabue","orcid":"https://orcid.org/0000-0001-8634-6122"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jacopo Tagliabue","raw_affiliation_strings":["Coveo Labs, United States"],"affiliations":[{"raw_affiliation_string":"Coveo Labs, United States","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5008079520"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9799,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.80539422,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"598","last_page":"600"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9980000257492065,"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":0.9980000257492065,"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/T11719","display_name":"Data Quality and Management","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9904999732971191,"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/stack","display_name":"Stack (abstract data type)","score":0.849372386932373},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5575305223464966},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5533077716827393},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.13208797574043274},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08696600794792175},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.05299714207649231}],"concepts":[{"id":"https://openalex.org/C9395851","wikidata":"https://www.wikidata.org/wiki/Q177929","display_name":"Stack (abstract data type)","level":2,"score":0.849372386932373},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5575305223464966},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5533077716827393},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13208797574043274},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08696600794792175},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.05299714207649231}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3460231.3474604","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3460231.3474604","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Fifteenth ACM Conference on Recommender Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2107.07346","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.07346","pdf_url":"https://arxiv.org/pdf/2107.07346","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2107.07346","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2107.07346","pdf_url":"https://arxiv.org/pdf/2107.07346","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1425731158","https://openalex.org/W2430301697","https://openalex.org/W2913153410","https://openalex.org/W2963809228","https://openalex.org/W3025937915","https://openalex.org/W3035507081","https://openalex.org/W3045106838","https://openalex.org/W3045851136","https://openalex.org/W3046131267","https://openalex.org/W3088203142","https://openalex.org/W3092306916","https://openalex.org/W3102116369","https://openalex.org/W3118813946","https://openalex.org/W3133702157","https://openalex.org/W3152513422","https://openalex.org/W3169457558","https://openalex.org/W3185351713","https://openalex.org/W4254065450","https://openalex.org/W4287711092"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2380576232","https://openalex.org/W2937054111","https://openalex.org/W2066223521","https://openalex.org/W2013178899","https://openalex.org/W373327546","https://openalex.org/W2321534397","https://openalex.org/W2058958858","https://openalex.org/W2077601556"],"abstract_inverted_index":{"We":[0,22],"argue":[1],"that":[2],"immature":[3],"data":[4,26,62],"pipelines":[5],"are":[6,39],"preventing":[7],"a":[8,43,57],"large":[9],"portion":[10],"of":[11,61],"industry":[12],"practitioners":[13],"from":[14],"leveraging":[15],"the":[16],"latest":[17],"research":[18],"on":[19],"recommender":[20],"systems.":[21],"propose":[23],"our":[24,47],"template":[25],"stack":[27],"for":[28],"machine":[29],"learning":[30],"at":[31],"\"reasonable":[32],"scale\",":[33],"and":[34],"show":[35],"how":[36,51],"many":[37],"challenges":[38],"solved":[40],"by":[41],"embracing":[42],"serverless":[44],"paradigm.":[45],"Leveraging":[46],"experience,":[48],"we":[49],"detail":[50],"modern":[52],"open":[53],"source":[54],"can":[55],"provide":[56],"pipeline":[58],"processing":[59],"terabytes":[60],"with":[63],"limited":[64],"infrastructure":[65],"work.":[66]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2021-07-19T00:00:00"}
