{"id":"https://openalex.org/W3159412473","doi":"https://doi.org/10.1109/ciss50987.2021.9400315","title":"Leveraging Different Types of Predictors for Online Optimization (Invited Paper)","display_name":"Leveraging Different Types of Predictors for Online Optimization (Invited Paper)","publication_year":2021,"publication_date":"2021-03-24","ids":{"openalex":"https://openalex.org/W3159412473","doi":"https://doi.org/10.1109/ciss50987.2021.9400315","mag":"3159412473"},"language":"en","primary_location":{"id":"doi:10.1109/ciss50987.2021.9400315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciss50987.2021.9400315","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 55th Annual Conference on Information Sciences and Systems (CISS)","raw_type":"proceedings-article"},"type":"conference-abstract","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/A5091040809","display_name":"Jessica Maghakian","orcid":null},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jessica Maghakian","raw_affiliation_strings":["Stony Brook University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stony Brook University","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059357525","display_name":"Russell Lee","orcid":"https://orcid.org/0000-0001-9016-5973"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Russell Lee","raw_affiliation_strings":["University of Massachusetts Amherst"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046146251","display_name":"Mohammad Hajiesmaili","orcid":"https://orcid.org/0000-0001-9278-2254"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad Hajiesmaili","raw_affiliation_strings":["University of Massachusetts Amherst"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst","institution_ids":["https://openalex.org/I24603500"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100402612","display_name":"Jian Li","orcid":"https://orcid.org/0000-0003-3642-3569"},"institutions":[{"id":"https://openalex.org/I123946342","display_name":"Binghamton University","ror":"https://ror.org/008rmbt77","country_code":"US","type":"education","lineage":["https://openalex.org/I123946342"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Li","raw_affiliation_strings":["SUNY Binghamton University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SUNY Binghamton University","institution_ids":["https://openalex.org/I123946342"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100420216","display_name":"Zhenhua Liu","orcid":"https://orcid.org/0000-0002-8026-4502"},"institutions":[{"id":"https://openalex.org/I59553526","display_name":"Stony Brook University","ror":"https://ror.org/05qghxh33","country_code":"US","type":"education","lineage":["https://openalex.org/I59553526"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhenhua Liu","raw_affiliation_strings":["Stony Brook University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stony Brook University","institution_ids":["https://openalex.org/I59553526"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037538509","display_name":"Ramesh K. Sitaraman","orcid":"https://orcid.org/0000-0003-0558-6875"},"institutions":[{"id":"https://openalex.org/I24603500","display_name":"University of Massachusetts Amherst","ror":"https://ror.org/0072zz521","country_code":"US","type":"education","lineage":["https://openalex.org/I24603500"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ramesh Sitaraman","raw_affiliation_strings":["University of Massachusetts Amherst"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Massachusetts Amherst","institution_ids":["https://openalex.org/I24603500"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.6938999891281128,"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"}},"topics":[{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.6938999891281128,"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/T10100","display_name":"Metaheuristic Optimization Algorithms Research","score":0.5957000255584717,"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":0.7248086333274841},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.33499276638031006}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7248086333274841},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.33499276638031006}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ciss50987.2021.9400315","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ciss50987.2021.9400315","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 55th Annual Conference on Information Sciences and Systems (CISS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W2382290278","https://openalex.org/W2478288626","https://openalex.org/W2350741829","https://openalex.org/W2530322880","https://openalex.org/W1596801655"],"abstract_inverted_index":{"Predictions":[0],"have":[1,71],"a":[2,105],"long":[3],"and":[4,74],"rich":[5],"history":[6],"in":[7,46,123],"online":[8],"optimization":[9],"research,":[10],"with":[11],"applications":[12],"ranging":[13],"from":[14],"video":[15],"streaming":[16],"to":[17,31,114],"electrical":[18],"vehicle":[19],"charging.":[20],"Traditionally,":[21],"different":[22,56,65],"algorithms":[23],"are":[24],"evaluated":[25],"on":[26],"their":[27],"performance":[28,87,98,122],"given":[29],"access":[30],"the":[32,40,52,63,93],"same":[33],"type":[34,81],"of":[35,42,54,58,67,82,118],"predictions.":[36,59],"However,":[37],"motivated":[38],"by":[39],"problem":[41],"bandwidth":[43],"cost":[44],"minimization":[45],"large":[47],"distributed":[48],"systems,":[49],"we":[50,69,77,108],"consider":[51,70],"benefits":[53],"using":[55,104],"types":[57,66,117],"We":[60],"show":[61,78],"that":[62,79,110],"two":[64],"predictors":[68,119],"complimentary":[72],"strengths":[73],"weaknesses.":[75],"Specifically,":[76],"one":[80],"predictor":[83],"has":[84,95],"strong":[85,100,121],"average-case":[86,97],"but":[88,99],"weak":[89,96],"worst-case":[90,101],"performance,":[91],"while":[92],"other":[94],"performance.":[102],"By":[103],"learning-augmented":[106],"meta-algorithm,":[107],"demonstrate":[109],"it":[111],"is":[112],"possible":[113],"exploit":[115],"both":[116],"for":[120],"all":[124],"scenarios.":[125]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}