{"id":"https://openalex.org/W2155840492","doi":"https://doi.org/10.1109/ipdps.2008.4536215","title":"Using bandwidth data to make computation offloading decisions","display_name":"Using bandwidth data to make computation offloading decisions","publication_year":2008,"publication_date":"2008-04-01","ids":{"openalex":"https://openalex.org/W2155840492","doi":"https://doi.org/10.1109/ipdps.2008.4536215","mag":"2155840492"},"language":"en","primary_location":{"id":"doi:10.1109/ipdps.2008.4536215","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdps.2008.4536215","pdf_url":null,"source":{"id":"https://openalex.org/S4210174069","display_name":"Proceedings - IEEE International Parallel and Distributed Processing Symposium","issn_l":"1530-2075","issn":["1530-2075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Symposium on Parallel and Distributed Processing","raw_type":"proceedings-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/A5075011123","display_name":"Rich Wolski","orcid":"https://orcid.org/0000-0003-3722-473X"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rich Wolski","raw_affiliation_strings":["Computer Science Department, University of California, Santa Barbara, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of California, Santa Barbara, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085023944","display_name":"Selim Gurun","orcid":null},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Selim Gurun","raw_affiliation_strings":["Computer Science Department, University of California, Santa Barbara, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of California, Santa Barbara, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040516516","display_name":"Chandra Krintz","orcid":"https://orcid.org/0000-0003-4972-0669"},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chandra Krintz","raw_affiliation_strings":["Computer Science Department, University of California, Santa Barbara, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of California, Santa Barbara, USA","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002398240","display_name":"Dan Nurmi","orcid":null},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Dan Nurmi","raw_affiliation_strings":["Computer Science Department, University of California, Santa Barbara, USA"],"affiliations":[{"raw_affiliation_string":"Computer Science Department, University of California, Santa Barbara, USA","institution_ids":["https://openalex.org/I154570441"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5075011123"],"corresponding_institution_ids":["https://openalex.org/I154570441"],"apc_list":null,"apc_paid":null,"fwci":3.4305,"has_fulltext":false,"cited_by_count":125,"citation_normalized_percentile":{"value":0.93220593,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10101","display_name":"Cloud Computing and Resource Management","score":0.9987000226974487,"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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":0.8407094478607178},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.7356390357017517},{"id":"https://openalex.org/keywords/bayesian-optimization","display_name":"Bayesian optimization","score":0.5904921293258667},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.530036211013794},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.5232203006744385},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5223590135574341},{"id":"https://openalex.org/keywords/grid","display_name":"Grid","score":0.5119024515151978},{"id":"https://openalex.org/keywords/grid-computing","display_name":"Grid computing","score":0.47424620389938354},{"id":"https://openalex.org/keywords/approximate-bayesian-computation","display_name":"Approximate Bayesian computation","score":0.4508053660392761},{"id":"https://openalex.org/keywords/computation-offloading","display_name":"Computation offloading","score":0.4414413869380951},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"Decision support system","score":0.42511990666389465},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.37041598558425903},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3197666108608246},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29547685384750366},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2766098082065582},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.20042133331298828},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1601184904575348},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.09756004810333252}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8407094478607178},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.7356390357017517},{"id":"https://openalex.org/C2778049539","wikidata":"https://www.wikidata.org/wiki/Q17002908","display_name":"Bayesian optimization","level":2,"score":0.5904921293258667},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.530036211013794},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.5232203006744385},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5223590135574341},{"id":"https://openalex.org/C187691185","wikidata":"https://www.wikidata.org/wiki/Q2020720","display_name":"Grid","level":2,"score":0.5119024515151978},{"id":"https://openalex.org/C70429105","wikidata":"https://www.wikidata.org/wiki/Q249999","display_name":"Grid computing","level":3,"score":0.47424620389938354},{"id":"https://openalex.org/C2779377595","wikidata":"https://www.wikidata.org/wiki/Q21045424","display_name":"Approximate Bayesian computation","level":3,"score":0.4508053660392761},{"id":"https://openalex.org/C2781041963","wikidata":"https://www.wikidata.org/wiki/Q18348618","display_name":"Computation offloading","level":4,"score":0.4414413869380951},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.42511990666389465},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.37041598558425903},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3197666108608246},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29547685384750366},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2766098082065582},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.20042133331298828},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1601184904575348},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.09756004810333252},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/ipdps.2008.4536215","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ipdps.2008.4536215","pdf_url":null,"source":{"id":"https://openalex.org/S4210174069","display_name":"Proceedings - IEEE International Parallel and Distributed Processing Symposium","issn_l":"1530-2075","issn":["1530-2075"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2008 IEEE International Symposium on Parallel and Distributed Processing","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.132.579","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.132.579","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://cs.ucsb.edu/~ckrintz/papers/hpgc08.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.433.3647","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.433.3647","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.cs.ucsb.edu/~rich/publications/offload08.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5799999833106995,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W133977063","https://openalex.org/W144509620","https://openalex.org/W1489252188","https://openalex.org/W1506032214","https://openalex.org/W1530183498","https://openalex.org/W1549518189","https://openalex.org/W1986293551","https://openalex.org/W2010634113","https://openalex.org/W2031849950","https://openalex.org/W2046628236","https://openalex.org/W2059141234","https://openalex.org/W2070968529","https://openalex.org/W2071582233","https://openalex.org/W2076995567","https://openalex.org/W2083209848","https://openalex.org/W2091257550","https://openalex.org/W2100941709","https://openalex.org/W2101007841","https://openalex.org/W2109595453","https://openalex.org/W2127116424","https://openalex.org/W2141550875","https://openalex.org/W2148275477","https://openalex.org/W2164484388","https://openalex.org/W2171873915","https://openalex.org/W2324037390","https://openalex.org/W4237524159","https://openalex.org/W4301930836","https://openalex.org/W6605865578","https://openalex.org/W6630166788","https://openalex.org/W6668122572","https://openalex.org/W6678822804"],"related_works":["https://openalex.org/W1985846739","https://openalex.org/W2146620998","https://openalex.org/W2966556967","https://openalex.org/W2733224243","https://openalex.org/W2954039338","https://openalex.org/W3106461837","https://openalex.org/W2751308120","https://openalex.org/W2170855736","https://openalex.org/W4399169206","https://openalex.org/W2896883851"],"abstract_inverted_index":{"We":[0],"present":[1],"a":[2,22,105,117,131,150],"framework":[3,95],"for":[4,52,60,66],"making":[5],"computation":[6,23,38,71],"offloading":[7],"decisions":[8],"in":[9,13],"computational":[10],"grid":[11],"settings":[12],"which":[14,139],"schedulers":[15,32],"determine":[16],"when":[17,35,157],"to":[18,24,28,80,90],"move":[19],"parts":[20],"of":[21,69,123,130,133,138],"more":[25],"capable":[26],"resources":[27],"improve":[29],"performance.":[30],"Such":[31],"must":[33],"predict":[34],"an":[36,121],"offloaded":[37],"will":[39],"outperform":[40],"one":[41],"that":[42,109,149],"is":[43,162],"local":[44,48,86],"by":[45,100,143],"forecasting":[46],"the":[47,67,70,73,82,85,102,128,159,163],"cost":[49,57],"(execution":[50,58],"time":[51,59,65],"computing":[53,61],"locally)":[54],"and":[55,63,87],"remote":[56,74,88],"remotely":[62],"transmission":[64],"input/output":[68],"to/from":[72],"system).":[75],"Typically,":[76],"this":[77,124],"decision":[78,98,107,135],"amounts":[79],"predicting":[81],"bandwidth":[83],"between":[84],"systems":[89],"estimate":[91],"these":[92],"costs.":[93],"Our":[94,146],"unifies":[96],"such":[97],"models":[99],"formulating":[101],"problem":[103,108],"as":[104],"statistical":[106],"can":[110],"either":[111],"be":[112],"treated":[113],"\"classically\"":[114],"or":[115],"using":[116],"Bayesian":[118,151],"approach.":[119,165],"Using":[120],"implementation":[122],"framework,":[125],"we":[126],"evaluate":[127],"efficacy":[129],"number":[132],"different":[134],"strategies":[136],"(several":[137],"have":[140],"been":[141],"employed":[142],"previous":[144],"systems).":[145],"results":[147],"indicate":[148],"approach":[152],"employing":[153],"automatic":[154],"change-point":[155],"detection":[156],"estimating":[158],"prior":[160],"distribution":[161],"best-performing":[164]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":3},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":20},{"year":2014,"cited_by_count":21},{"year":2013,"cited_by_count":15},{"year":2012,"cited_by_count":8}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}