{"id":"https://openalex.org/W2909565627","doi":"https://doi.org/10.1016/j.jksuci.2019.01.003","title":"A parallel content-based image retrieval system using spark and tachyon frameworks","display_name":"A parallel content-based image retrieval system using spark and tachyon frameworks","publication_year":2019,"publication_date":"2019-01-15","ids":{"openalex":"https://openalex.org/W2909565627","doi":"https://doi.org/10.1016/j.jksuci.2019.01.003","mag":"2909565627"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2019.01.003","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"type":"article","type_crossref":"journal-article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.jksuci.2019.01.003","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5072114529","display_name":"Saliha Mezzoudj","orcid":"https://orcid.org/0009-0002-6230-0220"},"institutions":[{"id":"https://openalex.org/I162489102","display_name":"University of Batna 1","ror":"https://ror.org/04hrbe508","country_code":"DZ","type":"education","lineage":["https://openalex.org/I162489102"]}],"countries":["DZ"],"is_corresponding":true,"raw_author_name":"Saliha Mezzoudj","raw_affiliation_strings":["LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria"],"affiliations":[{"raw_affiliation_string":"LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria","institution_ids":["https://openalex.org/I162489102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037075731","display_name":"Ali Behloul","orcid":"https://orcid.org/0000-0002-8664-7301"},"institutions":[{"id":"https://openalex.org/I162489102","display_name":"University of Batna 1","ror":"https://ror.org/04hrbe508","country_code":"DZ","type":"education","lineage":["https://openalex.org/I162489102"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Ali Behloul","raw_affiliation_strings":["LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria"],"affiliations":[{"raw_affiliation_string":"LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria","institution_ids":["https://openalex.org/I162489102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030934875","display_name":"Rachid Seghir","orcid":"https://orcid.org/0000-0002-4082-8158"},"institutions":[{"id":"https://openalex.org/I162489102","display_name":"University of Batna 1","ror":"https://ror.org/04hrbe508","country_code":"DZ","type":"education","lineage":["https://openalex.org/I162489102"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Rachid Seghir","raw_affiliation_strings":["LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria"],"affiliations":[{"raw_affiliation_string":"LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria","institution_ids":["https://openalex.org/I162489102"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026570942","display_name":"Yassmina Saadna","orcid":"https://orcid.org/0000-0002-5089-4837"},"institutions":[{"id":"https://openalex.org/I162489102","display_name":"University of Batna 1","ror":"https://ror.org/04hrbe508","country_code":"DZ","type":"education","lineage":["https://openalex.org/I162489102"]}],"countries":["DZ"],"is_corresponding":false,"raw_author_name":"Yassmina Saadna","raw_affiliation_strings":["LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria"],"affiliations":[{"raw_affiliation_string":"LaSTIC Laboratory, Batna-2 University, Department of Computer Science, Batna, Algeria","institution_ids":["https://openalex.org/I162489102"]}]}],"institution_assertions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5072114529"],"corresponding_institution_ids":["https://openalex.org/I162489102"],"apc_list":{"value":1350,"currency":"USD","value_usd":1350,"provenance":"doaj"},"apc_paid":{"value":1350,"currency":"USD","value_usd":1350,"provenance":"doaj"},"fwci":2.367,"has_fulltext":true,"fulltext_origin":"ngrams","cited_by_count":28,"citation_normalized_percentile":{"value":0.999941,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":94},"biblio":{"volume":"33","issue":"2","first_page":"141","last_page":"149"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9996,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9996,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9993,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9857,"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":0.8452754},{"id":"https://openalex.org/keywords/content-based-image-retrieval","display_name":"Content-Based Image Retrieval","score":0.66155124},{"id":"https://openalex.org/keywords/speedup","display_name":"Speedup","score":0.5836111},{"id":"https://openalex.org/keywords/tachyon","display_name":"Tachyon","score":0.43797725},{"id":"https://openalex.org/keywords/indexation","display_name":"Indexation","score":0.43226138}],"concepts":[{"id":"https://openalex.org/C2781215313","wikidata":"https://www.wikidata.org/wiki/Q3493345","display_name":"SPARK (programming language)","level":2,"score":0.8452754},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.83906496},{"id":"https://openalex.org/C2780052074","wikidata":"https://www.wikidata.org/wiki/Q1128648","display_name":"Content-based image retrieval","level":4,"score":0.66155124},{"id":"https://openalex.org/C1667742","wikidata":"https://www.wikidata.org/wiki/Q10927554","display_name":"Image retrieval","level":3,"score":0.6158864},{"id":"https://openalex.org/C115537543","wikidata":"https://www.wikidata.org/wiki/Q165596","display_name":"Cache","level":2,"score":0.5931051},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.5836111},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4986806},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.47711113},{"id":"https://openalex.org/C42458899","wikidata":"https://www.wikidata.org/wiki/Q41995","display_name":"Tachyon","level":2,"score":0.43797725},{"id":"https://openalex.org/C186311912","wikidata":"https://www.wikidata.org/wiki/Q2038409","display_name":"Indexation","level":3,"score":0.43226138},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.41532654},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.37704104},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.36979502},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.35980713},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.34224665},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.28239483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.24971196},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.24410093},{"id":"https://openalex.org/C126285488","wikidata":"https://www.wikidata.org/wiki/Q178476","display_name":"Monetary policy","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C33332235","wikidata":"https://www.wikidata.org/wiki/Q18362","display_name":"Theoretical physics","level":1,"score":0.0},{"id":"https://openalex.org/C556758197","wikidata":"https://www.wikidata.org/wiki/Q580018","display_name":"Monetary economics","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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2019.01.003","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},{"is_oa":false,"landing_page_url":"https://doaj.org/article/74b6dfdbadc943a3a6c7de341a221cc7","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.jksuci.2019.01.003","pdf_url":null,"source":{"id":"https://openalex.org/S2764955546","display_name":"Journal of King Saud University - Computer and Information Sciences","issn_l":"1319-1578","issn":["1319-1578","2213-1248"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":47,"referenced_works":["https://openalex.org/W1539006953","https://openalex.org/W1654865708","https://openalex.org/W1977735603","https://openalex.org/W1992932776","https://openalex.org/W2016141508","https://openalex.org/W2028639006","https://openalex.org/W2029786889","https://openalex.org/W2031096531","https://openalex.org/W2038157364","https://openalex.org/W2045749742","https://openalex.org/W2063490865","https://openalex.org/W2110026675","https://openalex.org/W2122111042","https://openalex.org/W2144679084","https://openalex.org/W2145947562","https://openalex.org/W2158865579","https://openalex.org/W2172196609","https://openalex.org/W2173213060","https://openalex.org/W2188918180","https://openalex.org/W2241664551","https://openalex.org/W2343186721","https://openalex.org/W2522535309","https://openalex.org/W2530376440","https://openalex.org/W2555516547","https://openalex.org/W2620666060","https://openalex.org/W2725107463","https://openalex.org/W2726150830","https://openalex.org/W2744345177","https://openalex.org/W2747024685","https://openalex.org/W2768731295","https://openalex.org/W2790763152","https://openalex.org/W2793096833","https://openalex.org/W2793299772","https://openalex.org/W2795261565","https://openalex.org/W2800583139","https://openalex.org/W2802538926","https://openalex.org/W2802644309","https://openalex.org/W2809662846","https://openalex.org/W2879891823","https://openalex.org/W2883616595","https://openalex.org/W2952249106","https://openalex.org/W3017219540","https://openalex.org/W3146116728","https://openalex.org/W3197447665","https://openalex.org/W4206271595","https://openalex.org/W4242320705","https://openalex.org/W48298789"],"related_works":["https://openalex.org/W4367727948","https://openalex.org/W3198880640","https://openalex.org/W2905186525","https://openalex.org/W2900811989","https://openalex.org/W2746816529","https://openalex.org/W2341223103","https://openalex.org/W2044706866","https://openalex.org/W2031096531","https://openalex.org/W2024252608","https://openalex.org/W1499339903"],"abstract_inverted_index":{"With":[0],"the":[1,27,33,80,95,127,142],"huge":[2],"increase":[3],"of":[4,26,59,130,140,144,149],"large-scale":[5,18,53],"multimedia":[6],"over":[7],"Internet,":[8],"especially":[9],"images,":[10],"building":[11],"Content-Based":[12,45],"Image":[13,46],"Retrieval":[14,47],"(CBIR)":[15],"systems":[16],"for":[17],"images":[19],"has":[20],"become":[21],"a":[22,43,86,108,137],"big":[23],"challenge.":[24],"One":[25],"drawbacks":[28],"associated":[29],"with":[30],"CBIR":[31],"is":[32,57],"very":[34],"long":[35],"execution":[36],"time.":[37,151],"In":[38],"this":[39],"article,":[40],"we":[41,68,103],"propose":[42],"fast":[44],"system":[48,56],"using":[49,107],"Spark":[50,74],"(CBIR-S)":[51],"targeting":[52],"images.":[54],"Our":[55],"composed":[58],"two":[60],"steps.":[61],"(i)":[62],"image":[63,99],"indexation":[64,81],"step,":[65],"in":[66,75,123,147],"which":[67,102],"use":[69,85],"MapReduce":[70,117],"distributed":[71,88],"model":[72,118],"on":[73,116],"order":[76],"to":[77,93,125],"speed":[78,104],"up":[79,105],"process.":[82],"We":[83,133],"also":[84],"memory-centric":[87],"storage":[89],"system,":[90],"called":[91],"Tachyon,":[92],"enhance":[94],"write":[96],"operation":[97],"(ii)":[98],"retrieving":[100],"step":[101],"by":[106],"parallel":[109],"k-Nearest":[110],"Neighbors":[111],"(k-NN)":[112],"search":[113],"method":[114,129],"based":[115],"implemented":[119],"under":[120],"Apache":[121],"Spark,":[122],"addition":[124],"exploiting":[126],"cache":[128],"spark":[131],"framework.":[132],"have":[134],"showed,":[135],"through":[136],"wide":[138],"set":[139],"experiments,":[141],"effectiveness":[143],"our":[145],"approach":[146],"terms":[148],"processing":[150]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W2909565627","counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":3}],"updated_date":"2025-01-04T14:14:34.630847","created_date":"2019-01-25"}