{"id":"https://openalex.org/W2902644832","doi":"https://doi.org/10.1109/iotsms.2018.8554665","title":"Graphical Spark Programming in IoT Mashup Tools","display_name":"Graphical Spark Programming in IoT Mashup Tools","publication_year":2018,"publication_date":"2018-10-01","ids":{"openalex":"https://openalex.org/W2902644832","doi":"https://doi.org/10.1109/iotsms.2018.8554665","mag":"2902644832"},"language":"en","primary_location":{"id":"doi:10.1109/iotsms.2018.8554665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotsms.2018.8554665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Fifth International Conference on Internet of Things: Systems, Management and Security","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/A5074852117","display_name":"Tanmaya Mahapatra","orcid":"https://orcid.org/0000-0002-7946-5497"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Tanmaya Mahapatra","raw_affiliation_strings":["Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany"],"affiliations":[{"raw_affiliation_string":"Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084021903","display_name":"Ilias Gerostathopoulos","orcid":"https://orcid.org/0000-0001-9333-7101"},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ilias Gerostathopoulos","raw_affiliation_strings":["Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany"],"affiliations":[{"raw_affiliation_string":"Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063111123","display_name":"Christian Prehofer","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Prehofer","raw_affiliation_strings":["Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany"],"affiliations":[{"raw_affiliation_string":"Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany","institution_ids":["https://openalex.org/I62916508"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5044493331","display_name":"Shilpa Ghanashyam Gore","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Shilpa Ghanashyam Gore","raw_affiliation_strings":["Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany"],"affiliations":[{"raw_affiliation_string":"Lehrstuhl f\u00fcr Software und Systems Engineering, Fakult\u00e4t f\u00fcr Informatik Technische Universit\u00e4t M\u00fcnchen, Garching, Germany","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5074852117"],"corresponding_institution_ids":["https://openalex.org/I62916508"],"apc_list":null,"apc_paid":null,"fwci":1.4763,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.84738077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"170"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9958999752998352,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9958999752998352,"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":0.9936000108718872,"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/T10772","display_name":"Distributed systems and fault tolerance","score":0.991599977016449,"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/spark","display_name":"SPARK (programming language)","score":0.8632829189300537},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7925799489021301},{"id":"https://openalex.org/keywords/mashup","display_name":"Mashup","score":0.7187245488166809},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.6718899011611938},{"id":"https://openalex.org/keywords/java","display_name":"Java","score":0.5682466626167297},{"id":"https://openalex.org/keywords/graphical-user-interface","display_name":"Graphical user interface","score":0.5290203094482422},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5001330375671387},{"id":"https://openalex.org/keywords/programming-paradigm","display_name":"Programming paradigm","score":0.44312146306037903},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.43826860189437866},{"id":"https://openalex.org/keywords/scala","display_name":"Scala","score":0.411320298910141},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3859429359436035},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.28950035572052},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.27791085839271545},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.2682809829711914},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.2577172815799713},{"id":"https://openalex.org/keywords/web-service","display_name":"Web service","score":0.16168543696403503}],"concepts":[{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8632829189300537},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7925799489021301},{"id":"https://openalex.org/C196126337","wikidata":"https://www.wikidata.org/wiki/Q821080","display_name":"Mashup","level":4,"score":0.7187245488166809},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.6718899011611938},{"id":"https://openalex.org/C548217200","wikidata":"https://www.wikidata.org/wiki/Q251","display_name":"Java","level":2,"score":0.5682466626167297},{"id":"https://openalex.org/C37789001","wikidata":"https://www.wikidata.org/wiki/Q782543","display_name":"Graphical user interface","level":2,"score":0.5290203094482422},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5001330375671387},{"id":"https://openalex.org/C34165917","wikidata":"https://www.wikidata.org/wiki/Q188267","display_name":"Programming paradigm","level":2,"score":0.44312146306037903},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.43826860189437866},{"id":"https://openalex.org/C109701466","wikidata":"https://www.wikidata.org/wiki/Q460584","display_name":"Scala","level":3,"score":0.411320298910141},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3859429359436035},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28950035572052},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.27791085839271545},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.2682809829711914},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.2577172815799713},{"id":"https://openalex.org/C35578498","wikidata":"https://www.wikidata.org/wiki/Q193424","display_name":"Web service","level":2,"score":0.16168543696403503},{"id":"https://openalex.org/C182321512","wikidata":"https://www.wikidata.org/wiki/Q1153289","display_name":"Web standards","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iotsms.2018.8554665","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iotsms.2018.8554665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 Fifth International Conference on Internet of Things: Systems, Management and Security","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":21,"referenced_works":["https://openalex.org/W1859184552","https://openalex.org/W1935873743","https://openalex.org/W1964990364","https://openalex.org/W1966170436","https://openalex.org/W1976821017","https://openalex.org/W2016506055","https://openalex.org/W2055621182","https://openalex.org/W2131062488","https://openalex.org/W2131975293","https://openalex.org/W2173213060","https://openalex.org/W2189465200","https://openalex.org/W2542459869","https://openalex.org/W2566979091","https://openalex.org/W2604126506","https://openalex.org/W2620840615","https://openalex.org/W2727762105","https://openalex.org/W2898085799","https://openalex.org/W6639076423","https://openalex.org/W6679633611","https://openalex.org/W6679815717","https://openalex.org/W6687322159"],"related_works":["https://openalex.org/W2763674625","https://openalex.org/W4252019479","https://openalex.org/W2337519567","https://openalex.org/W2548921709","https://openalex.org/W4252076541","https://openalex.org/W2620395718","https://openalex.org/W2950624501","https://openalex.org/W2285870565","https://openalex.org/W2892985413","https://openalex.org/W2238591916"],"abstract_inverted_index":{"With":[0],"the":[1,5,10,57,77,89,107,164],"unprecedented":[2],"rise":[3],"in":[4,66,73,88,117,150,159],"number":[6],"of":[7,12,37,60,64,79,83,106,142,171],"IoT":[8,38,67],"devices,":[9],"amount":[11],"data":[13,48,61,84,113],"generated":[14],"from":[15,132],"sensors":[16],"is":[17,76,148,157],"huge":[18],"and":[19,46,86,110,139,156,167],"often":[20],"demands":[21],"an":[22],"in-depth":[23],"analysis":[24,105],"to":[25,97],"acquire":[26],"suitable":[27,112],"insights.":[28],"Mashup":[29],"tools,":[30],"used":[31],"primarily":[32],"for":[33,43,115,129],"intuitive":[34],"graphical":[35,119,133],"programming":[36,121,130],"applications,":[39],"can":[40],"help":[41],"both":[42],"efficiently":[44],"prototyping":[45],"also":[47],"analytics":[49,62,169],"pipelines.":[50],"In":[51,92],"this":[52,74,93],"study,":[53,94],"we":[54,95],"focus":[55],"on":[56],"tight":[58],"integration":[59],"capabilities":[63,170],"Spark":[65,90,108,131,144],"mashup":[68,154],"tools.":[69],"The":[70,146],"main":[71],"challenge":[72],"direction":[75],"presence":[78],"a":[80,103,118,125],"wide":[81],"range":[82],"interfaces":[85,114],"APIs":[87],"ecosystem.":[91],"contribute":[96],"current":[98],"applications":[99],"by":[100],"(i)":[101],"providing":[102],"thorough":[104],"ecosystem":[109],"selecting":[111],"use":[116,161],"flow-based":[120],"paradigm,":[122],"(ii)":[123],"devising":[124],"novel,":[126],"generic":[127],"approach":[128,147],"flows":[134],"that":[135],"comprises":[136],"early-stage":[137],"validation":[138],"code":[140],"generation":[141],"Java":[143],"programs.":[145],"implemented":[149],"aFlux,":[151],"our":[152],"JVM-based":[153],"tool":[155],"evaluated":[158],"three":[160],"cases":[162],"showcasing":[163],"machine":[165],"learning":[166],"stream":[168],"Spark.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
