{"id":"https://openalex.org/W2090337045","doi":"https://doi.org/10.1109/tsp.2014.2347260","title":"Dynamic Scheduling for Energy Minimization in Delay-Sensitive Stream Mining","display_name":"Dynamic Scheduling for Energy Minimization in Delay-Sensitive Stream Mining","publication_year":2014,"publication_date":"2014-08-13","ids":{"openalex":"https://openalex.org/W2090337045","doi":"https://doi.org/10.1109/tsp.2014.2347260","mag":"2090337045"},"language":"en","primary_location":{"id":"doi:10.1109/tsp.2014.2347260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2347260","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"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":"IEEE Transactions on Signal Processing","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/A5000834239","display_name":"Shaolei Ren","orcid":"https://orcid.org/0000-0001-9003-4324"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shaolei Ren","raw_affiliation_strings":["School of Computing Information Sciences, Florida International University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Information Sciences, Florida International University","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043511500","display_name":"Nikos Deligiannis","orcid":"https://orcid.org/0000-0001-9300-5860"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nikos Deligiannis","raw_affiliation_strings":["Electronic and Electrical Engineering Department, University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronic and Electrical Engineering Department, University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102755955","display_name":"Yiannis Andreopoulos","orcid":"https://orcid.org/0000-0002-9717-1855"},"institutions":[{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Yiannis Andreopoulos","raw_affiliation_strings":["Electronic and Electrical Engineering Department, University College London"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electronic and Electrical Engineering Department, University College London","institution_ids":["https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082235371","display_name":"Mohammad A. Islam","orcid":"https://orcid.org/0000-0002-5778-4366"},"institutions":[{"id":"https://openalex.org/I19700959","display_name":"Florida International University","ror":"https://ror.org/02gz6gg07","country_code":"US","type":"education","lineage":["https://openalex.org/I19700959"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mohammad A. Islam","raw_affiliation_strings":["School of Computing Information Sciences, Florida International University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing Information Sciences, Florida International University","institution_ids":["https://openalex.org/I19700959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5012339002","display_name":"Mihaela van der Schaar","orcid":"https://orcid.org/0000-0003-3933-6049"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mihaela van der Schaar","raw_affiliation_strings":["Electrical Engineering Department, University of California, Los Angeles","Electrical Engineering Department, Univ. of California, Los Angeles"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Electrical Engineering Department, University of California, Los Angeles","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Electrical Engineering Department, Univ. of California, Los Angeles","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.4426,"has_fulltext":false,"cited_by_count":11,"citation_normalized_percentile":{"value":0.91239125,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"62","issue":"20","first_page":"5439","last_page":"5448"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9993000030517578,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9993000030517578,"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/T10603","display_name":"Smart Grid Energy Management","score":0.9896000027656555,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9896000027656555,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8133035898208618},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6258238554000854},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.5967691540718079},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.5748120546340942},{"id":"https://openalex.org/keywords/emulation","display_name":"Emulation","score":0.5694329738616943},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.5691404342651367},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.4548320472240448},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4461878836154938},{"id":"https://openalex.org/keywords/time-constraint","display_name":"Time constraint","score":0.4150148630142212},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.3924209475517273},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09821641445159912}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8133035898208618},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6258238554000854},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.5967691540718079},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.5748120546340942},{"id":"https://openalex.org/C149810388","wikidata":"https://www.wikidata.org/wiki/Q5374873","display_name":"Emulation","level":2,"score":0.5694329738616943},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.5691404342651367},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4548320472240448},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4461878836154938},{"id":"https://openalex.org/C2775907273","wikidata":"https://www.wikidata.org/wiki/Q7805281","display_name":"Time constraint","level":2,"score":0.4150148630142212},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3924209475517273},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09821641445159912},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tsp.2014.2347260","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tsp.2014.2347260","pdf_url":null,"source":{"id":"https://openalex.org/S168680287","display_name":"IEEE Transactions on Signal Processing","issn_l":"1053-587X","issn":["1053-587X","1941-0476"],"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":"IEEE Transactions on Signal Processing","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.700.2258","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.700.2258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://medianetlab.ee.ucla.edu/papers/Ren_TSP2014.pdf","raw_type":"text"},{"id":"pmh:oai:eprints.ucl.ac.uk.OAI2:1450040","is_oa":false,"landing_page_url":"http://discovery.ucl.ac.uk/1450040/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400024","display_name":"UCL Discovery (University College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I45129253","host_organization_name":"University College London","host_organization_lineage":["https://openalex.org/I45129253"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Transactions on Signal Processing , 62 (20) pp. 5439-5448. (2014)","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.9100000262260437}],"awards":[{"id":"https://openalex.org/G4391610177","display_name":"Error-tolerant Stream Processing System Design (ESP-SD)","funder_award_id":"EP/M00113X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G4562531128","display_name":null,"funder_award_id":"EP/M00113X/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W137603941","https://openalex.org/W182571476","https://openalex.org/W195630274","https://openalex.org/W1441180820","https://openalex.org/W1603765807","https://openalex.org/W1605062704","https://openalex.org/W1964909874","https://openalex.org/W1970693311","https://openalex.org/W1988790447","https://openalex.org/W2020600455","https://openalex.org/W2029529264","https://openalex.org/W2053425265","https://openalex.org/W2060204338","https://openalex.org/W2108224519","https://openalex.org/W2108387401","https://openalex.org/W2109722477","https://openalex.org/W2115763357","https://openalex.org/W2117167455","https://openalex.org/W2120516449","https://openalex.org/W2121015380","https://openalex.org/W2124298185","https://openalex.org/W2130010548","https://openalex.org/W2130515279","https://openalex.org/W2146352293","https://openalex.org/W2151201721","https://openalex.org/W2153841541","https://openalex.org/W2162462435","https://openalex.org/W2165771286","https://openalex.org/W2170300951","https://openalex.org/W2172016740","https://openalex.org/W3097096317","https://openalex.org/W4238424823","https://openalex.org/W4248437541","https://openalex.org/W4312920248","https://openalex.org/W6605554617","https://openalex.org/W6628401824","https://openalex.org/W6636126485","https://openalex.org/W6676367512"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W2154523322","https://openalex.org/W2083200807","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4312814274","https://openalex.org/W2364195017","https://openalex.org/W179829755"],"abstract_inverted_index":{"Numerous":[0],"stream":[1,113],"mining":[2,114],"applications,":[3],"such":[4],"as":[5,62,64],"visual":[6],"detection,":[7],"online":[8],"patient":[9],"monitoring,":[10],"and":[11,14,21,105,116,182,233],"video":[12],"search":[13],"retrieval,":[15],"are":[16,27],"emerging":[17,139],"on":[18,177],"both":[19],"mobile":[20],"high-performance":[22,82],"computing":[23],"systems.":[24],"These":[25],"applications":[26],"subject":[28],"to":[29,208,212],"responsiveness":[30],"(i.e.,":[31],"delay)":[32],"constraints":[33],"for":[34,45,59,129,132,148],"user":[35],"interactivity":[36],"and,":[37],"at":[38],"the":[39,109,145,154,166,178,196,202],"same":[40,197],"time,":[41],"must":[42],"be":[43],"optimized":[44],"energy":[46,60,74,99,133,156,204],"efficiency.":[47],"The":[48,191],"increasingly":[49],"heterogeneous":[50,187],"power-versus-performance":[51],"profile":[52],"of":[53,111,168],"modern":[54],"hardware":[55,119,140,149,219],"presents":[56],"new":[57],"opportunities":[58],"saving":[61],"well":[63],"challenges.":[65],"For":[66],"example,":[67],"employing":[68,81],"low-performance":[69],"processing":[70,83,104,146,229],"nodes":[71,84],"can":[72,85],"save":[73],"but":[75,90],"may":[76,91],"violate":[77],"delay":[78,101,162,198],"requirements,":[79],"whereas":[80],"deliver":[86],"a":[87,112,126,172],"fast":[88],"response":[89],"unnecessarily":[92],"waste":[93],"energy.":[94],"Existing":[95],"scheduling":[96,131,214],"algorithms":[97],"balance":[98],"versus":[100],"assuming":[102],"constant":[103],"power":[106],"requirements":[107],"throughout":[108],"execution":[110],"task":[115],"without":[117],"exploiting":[118],"heterogeneity.":[120,141,220],"In":[121],"this":[122,138],"paper,":[123],"we":[124,170],"propose":[125],"novel":[127],"framework":[128],"dynamic":[130],"minimization":[134],"(DSE)":[135],"that":[136,215,224],"leverages":[137],"By":[142],"optimally":[143],"determining":[144],"speeds":[147],"executing":[150],"classifiers,":[151],"DSE":[152,200,225],"minimizes":[153],"average":[155,161,203],"consumption":[157,205],"while":[158],"satisfying":[159],"an":[160],"constraint.":[163],"To":[164],"assess":[165],"performance":[167],"DSE,":[169],"build":[171],"face":[173],"detection":[174],"application":[175],"based":[176],"Viola-Jones":[179],"classifier":[180],"chain":[181],"conduct":[183],"experimental":[184],"studies":[185],"via":[186],"processor":[188],"system":[189],"emulation.":[190],"results":[192],"show":[193],"that,":[194],"under":[195],"requirement,":[199],"reduces":[201],"by":[206],"up":[207],"50%":[209],"in":[210],"comparison":[211],"conventional":[213],"does":[216],"not":[217],"exploit":[218],"We":[221],"also":[222],"demonstrate":[223],"is":[226],"robust":[227],"against":[228],"node":[230],"switching":[231],"overhead":[232],"model":[234],"inaccuracy.":[235]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":4}],"updated_date":"2026-07-19T07:52:34.831488","created_date":"2025-10-10T00:00:00"}