{"id":"https://openalex.org/W2914670259","doi":"https://doi.org/10.1007/s10586-019-02908-2","title":"Efficient deadline-aware scheduling for the analysis of Big Data streams in public Cloud","display_name":"Efficient deadline-aware scheduling for the analysis of Big Data streams in public Cloud","publication_year":2019,"publication_date":"2019-02-13","ids":{"openalex":"https://openalex.org/W2914670259","doi":"https://doi.org/10.1007/s10586-019-02908-2","mag":"2914670259"},"language":"en","primary_location":{"id":"doi:10.1007/s10586-019-02908-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-019-02908-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-019-02908-2.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10586-019-02908-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5079965428","display_name":"Mahmood Mortazavi-Dehkordi","orcid":null},"institutions":[{"id":"https://openalex.org/I39268498","display_name":"University of Isfahan","ror":"https://ror.org/05h9t7759","country_code":"IR","type":"education","lineage":["https://openalex.org/I39268498"]}],"countries":["IR"],"is_corresponding":true,"raw_author_name":"Mahmood Mortazavi-Dehkordi","raw_affiliation_strings":["Software Department, Computer Engineering Faculty, University of Isfahan, Isfahan, Iran"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Software Department, Computer Engineering Faculty, University of Isfahan, Isfahan, Iran","institution_ids":["https://openalex.org/I39268498"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069884960","display_name":"Kamran Zamanifar","orcid":"https://orcid.org/0000-0001-5417-0177"},"institutions":[{"id":"https://openalex.org/I39268498","display_name":"University of Isfahan","ror":"https://ror.org/05h9t7759","country_code":"IR","type":"education","lineage":["https://openalex.org/I39268498"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Kamran Zamanifar","raw_affiliation_strings":["Software Department, Computer Engineering Faculty, University of Isfahan, Isfahan, Iran"],"raw_orcid":"https://orcid.org/0000-0001-5417-0177","affiliations":[{"raw_affiliation_string":"Software Department, Computer Engineering Faculty, University of Isfahan, Isfahan, Iran","institution_ids":["https://openalex.org/I39268498"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5079965428"],"corresponding_institution_ids":["https://openalex.org/I39268498"],"apc_list":{"value":2190,"currency":"EUR","value_usd":2790},"apc_paid":{"value":2190,"currency":"EUR","value_usd":2790},"fwci":4.5806,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.95064538,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"23","issue":"1","first_page":"241","last_page":"263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10101","display_name":"Cloud Computing and Resource Management","score":0.9994999766349792,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.993399977684021,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.9919000267982483,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.9108872413635254},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.7934337854385376},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.732959508895874},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.6426372528076172},{"id":"https://openalex.org/keywords/provisioning","display_name":"Provisioning","score":0.6117815971374512},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5840492248535156},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5391481518745422},{"id":"https://openalex.org/keywords/stream-processing","display_name":"Stream processing","score":0.44677990674972534},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.43682217597961426},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.42422446608543396},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.320708692073822},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.19731920957565308},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.13709759712219238}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9108872413635254},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.7934337854385376},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.732959508895874},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.6426372528076172},{"id":"https://openalex.org/C172191483","wikidata":"https://www.wikidata.org/wiki/Q1071806","display_name":"Provisioning","level":2,"score":0.6117815971374512},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5840492248535156},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5391481518745422},{"id":"https://openalex.org/C107027933","wikidata":"https://www.wikidata.org/wiki/Q2006448","display_name":"Stream processing","level":2,"score":0.44677990674972534},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.43682217597961426},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.42422446608543396},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.320708692073822},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.19731920957565308},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13709759712219238},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10586-019-02908-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-019-02908-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-019-02908-2.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10586-019-02908-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10586-019-02908-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10586-019-02908-2.pdf","source":{"id":"https://openalex.org/S106148199","display_name":"Cluster Computing","issn_l":"1386-7857","issn":["1386-7857","1573-7543"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Cluster Computing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2914670259.pdf","grobid_xml":"https://content.openalex.org/works/W2914670259.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W564945117","https://openalex.org/W1061391235","https://openalex.org/W1512221035","https://openalex.org/W1532039729","https://openalex.org/W1594718716","https://openalex.org/W1896949208","https://openalex.org/W1989658130","https://openalex.org/W2008503861","https://openalex.org/W2017203676","https://openalex.org/W2040797713","https://openalex.org/W2045287414","https://openalex.org/W2052312648","https://openalex.org/W2112215401","https://openalex.org/W2117823778","https://openalex.org/W2126578910","https://openalex.org/W2149576945","https://openalex.org/W2157362974","https://openalex.org/W2163349370","https://openalex.org/W2178638082","https://openalex.org/W2180906565","https://openalex.org/W2199691984","https://openalex.org/W2261339442","https://openalex.org/W2282874851","https://openalex.org/W2345915522","https://openalex.org/W2434290318","https://openalex.org/W2475899254","https://openalex.org/W2500329317","https://openalex.org/W2512771240","https://openalex.org/W2528172467","https://openalex.org/W2549211842","https://openalex.org/W2557918432","https://openalex.org/W2560967472","https://openalex.org/W2591617606","https://openalex.org/W2604824709","https://openalex.org/W2612481412","https://openalex.org/W2613636979","https://openalex.org/W2620917569","https://openalex.org/W2758466060","https://openalex.org/W3123904444","https://openalex.org/W4239017244","https://openalex.org/W4243046956","https://openalex.org/W6725909526"],"related_works":["https://openalex.org/W2908411463","https://openalex.org/W4317418912","https://openalex.org/W2605169415","https://openalex.org/W2082671441","https://openalex.org/W180351855","https://openalex.org/W2538312128","https://openalex.org/W2904574017","https://openalex.org/W3113817755","https://openalex.org/W2794178276","https://openalex.org/W2295837926"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,77,95,108,154,186,194],"Big":[3,27,37,56,67,126,156,188],"Data":[4,28,38,57,68,127,157,189],"has":[5],"had":[6],"a":[7,137,170],"profound":[8],"impact":[9],"on":[10,131,168],"how":[11],"data":[12],"are":[13,47],"analyzed.":[14],"Open":[15],"source":[16],"distributed":[17],"stream":[18],"processing":[19],"platforms":[20],"have":[21,63,87],"gained":[22],"popularity":[23],"for":[24,35,80],"analyzing":[25],"streaming":[26,36,66,125,155,187],"as":[29],"they":[30,86],"provide":[31],"low":[32],"latency":[33,151,212],"required":[34],"applications":[39,59,129],"using":[40],"Cloud":[41,99,111,133,143,196],"resources.":[42,112,134,197],"However,":[43],"existing":[44],"resource":[45],"schedulers":[46],"still":[48],"lacking":[49],"the":[50,72,75,83,92,184,191,200,211],"efficiency":[51,73],"and":[52,74,102,150,174,190,202,213,216,221],"deadline":[53,78,148,219],"meeting":[54,79,149],"that":[55,206],"analytical":[58,96,158],"require.":[60],"Recent":[61],"works":[62],"already":[64],"considered":[65],"characteristics":[69],"to":[70,183],"improve":[71],"likelihood":[76],"scheduling":[81,121,138,165],"in":[82],"platforms.":[84],"Nevertheless,":[85],"not":[88],"taken":[89],"into":[90],"account":[91],"specific":[93],"attributes":[94],"application,":[97],"public":[98,110,132,142,195],"utilization":[100,144,214],"cost":[101,215],"delays":[103],"caused":[104],"by":[105,124],"performance":[106,146,192],"degradation":[107,193],"leasing":[109],"This":[113],"study,":[114],"therefore,":[115],"presents":[116],"BCframework,":[117],"an":[118,175],"efficient":[119],"deadline-aware":[120],"framework":[122],"used":[123],"analysis":[128],"based":[130,167],"BCframework":[135,179,207],"proposes":[136],"model":[139],"which":[140],"considers":[141],"cost,":[145],"variation,":[147],"reduction":[152],"requirements":[153],"applications.":[159],"Furthermore,":[160],"it":[161],"introduces":[162],"two":[163],"operator":[164,176],"algorithms":[166],"both":[169],"novel":[171],"partitioning":[172],"algorithm":[173],"replication":[177],"method.":[178],"is":[180],"highly":[181],"adaptable":[182],"fluctuation":[185],"Experiments":[198],"with":[199],"benchmark":[201],"real-world":[203],"queries":[204],"show":[205],"can":[208],"significantly":[209],"reduce":[210],"also":[217],"minimize":[218],"violations":[220],"provisioned":[222],"virtual":[223],"machine":[224],"instances.":[225]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}