{"id":"https://openalex.org/W3086652408","doi":"https://doi.org/10.14778/3415478.3415487","title":"A demonstration of willump","display_name":"A demonstration of willump","publication_year":2020,"publication_date":"2020-08-01","ids":{"openalex":"https://openalex.org/W3086652408","doi":"https://doi.org/10.14778/3415478.3415487","mag":"3086652408"},"language":"en","primary_location":{"id":"doi:10.14778/3415478.3415487","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3415478.3415487","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-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/A5101784753","display_name":"Peter Kraft","orcid":"https://orcid.org/0009-0008-7215-7425"},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Peter Kraft","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072348548","display_name":"Daniel Kang","orcid":"https://orcid.org/0000-0001-9860-9938"},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Daniel Kang","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079514101","display_name":"Deepak Narayanan","orcid":"https://orcid.org/0000-0002-3020-2848"},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Deepak Narayanan","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014756843","display_name":"Shoumik Palkar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shoumik Palkar","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002538469","display_name":"Peter Bailis","orcid":"https://orcid.org/0000-0003-1166-7823"},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Peter Bailis","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005554337","display_name":"Matei Zaharia","orcid":"https://orcid.org/0000-0002-7547-7204"},"institutions":[{"id":"https://openalex.org/I4210109743","display_name":"DAWN Center for Independent Living","ror":"https://ror.org/01dwm7q20","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I4210109743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Matei Zaharia","raw_affiliation_strings":["Stanford DAWN Project"],"affiliations":[{"raw_affiliation_string":"Stanford DAWN Project","institution_ids":["https://openalex.org/I4210109743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101784753"],"corresponding_institution_ids":["https://openalex.org/I4210109743"],"apc_list":null,"apc_paid":null,"fwci":0.3977,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.68872673,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"13","issue":"12","first_page":"2833","last_page":"2836"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9990000128746033,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9990000128746033,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9986000061035156,"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":0.9980000257492065,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.841568112373352},{"id":"https://openalex.org/keywords/bottleneck","display_name":"Bottleneck","score":0.7891167402267456},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7075586318969727},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7060584425926208},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6977277994155884},{"id":"https://openalex.org/keywords/very-large-database","display_name":"Very large database","score":0.49079999327659607},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.476026326417923},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4455806612968445},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.44551894068717957},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3463815450668335},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.19515764713287354}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.841568112373352},{"id":"https://openalex.org/C2780513914","wikidata":"https://www.wikidata.org/wiki/Q18210350","display_name":"Bottleneck","level":2,"score":0.7891167402267456},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7075586318969727},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7060584425926208},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6977277994155884},{"id":"https://openalex.org/C23549232","wikidata":"https://www.wikidata.org/wiki/Q3556311","display_name":"Very large database","level":2,"score":0.49079999327659607},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.476026326417923},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4455806612968445},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.44551894068717957},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3463815450668335},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.19515764713287354},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.14778/3415478.3415487","is_oa":false,"landing_page_url":"https://doi.org/10.14778/3415478.3415487","pdf_url":null,"source":{"id":"https://openalex.org/S4210226185","display_name":"Proceedings of the VLDB Endowment","issn_l":"2150-8097","issn":["2150-8097"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the VLDB Endowment","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2093217068","https://openalex.org/W2164598857","https://openalex.org/W2182353144","https://openalex.org/W2807799957","https://openalex.org/W2963065629","https://openalex.org/W2964108773","https://openalex.org/W3086652408"],"related_works":["https://openalex.org/W2357461155","https://openalex.org/W2384129116","https://openalex.org/W2354251581","https://openalex.org/W2766721049","https://openalex.org/W2961085424","https://openalex.org/W3145924829","https://openalex.org/W2353647904","https://openalex.org/W3152267458","https://openalex.org/W2087937280","https://openalex.org/W4306674287"],"abstract_inverted_index":{"Systems":[0],"for":[1,18,42,63],"ML":[2,12,43,50],"inference":[3,13,44],"are":[4],"widely":[5],"deployed":[6],"today,":[7],"but":[8],"they":[9],"typically":[10],"optimize":[11],"workloads":[14,22],"using":[15,71],"techniques":[16],"designed":[17],"conventional":[19],"data":[20,69],"serving":[21],"and":[23,100,118],"miss":[24],"critical":[25],"opportunities":[26],"to":[27,86,104,115],"leverage":[28],"the":[29],"statistical":[30],"nature":[31],"of":[32],"ML.":[33],"In":[34,94],"this":[35,95],"demo,":[36,96],"we":[37,97],"present":[38],"Willump,":[39,117],"an":[40],"optimizer":[41],"that":[45],"introduces":[46],"statistically-motivated":[47],"optimizations":[48],"targeting":[49],"applications":[51,109],"whose":[52],"performance":[53,83,124],"bottleneck":[54],"is":[55],"feature":[56,61],"computation.":[57],"Willump":[58,66,110,120],"automatically":[59],"cascades":[60],"computation":[62],"classification":[64],"queries:":[65],"classifies":[67],"most":[68],"inputs":[70],"only":[72],"high-value,":[73],"low-cost":[74],"features":[75],"selected":[76],"by":[77,84],"a":[78],"cost":[79],"model,":[80],"improving":[81],"query":[82],"up":[85],"5":[87],"x":[88],"without":[89],"statistically":[90],"significant":[91],"accuracy":[92],"loss.":[93],"use":[98,116],"interactive":[99],"easily-downloadable":[101],"Jupyter":[102],"notebooks":[103],"show":[105],"VLDB":[106],"attendees":[107],"which":[108],"can":[111],"speed":[112],"up,":[113],"how":[114,119],"produces":[121],"such":[122],"large":[123],"gains.":[125]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}