{"id":"https://openalex.org/W2944239168","doi":"https://doi.org/10.5821/dissertation-2117-131429","title":"A framework for multidimensional indexes on distributed and highly-available data stores","display_name":"A framework for multidimensional indexes on distributed and highly-available data stores","publication_year":2019,"publication_date":"2019-03-22","ids":{"openalex":"https://openalex.org/W2944239168","doi":"https://doi.org/10.5821/dissertation-2117-131429","mag":"2944239168"},"language":"en","primary_location":{"id":"doi:10.5821/dissertation-2117-131429","is_oa":true,"landing_page_url":"https://doi.org/10.5821/dissertation-2117-131429","pdf_url":"https://upcommons.upc.edu/bitstream/2117/131429/1/TCC1de1.pdf","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universitat Polit\u00e8cnica de Catalunya","raw_type":"dissertation"},"type":"dissertation","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://upcommons.upc.edu/bitstream/2117/131429/1/TCC1de1.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007547985","display_name":"Cesare Cugnasco","orcid":"https://orcid.org/0000-0003-4307-0415"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Cugnasco, Cesare","raw_affiliation_strings":["Departament d'Arquitectura de Computadors","Supercomputing Center"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departament d'Arquitectura de Computadors","institution_ids":[]},{"raw_affiliation_string":"Supercomputing Center","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5007547985"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11106","display_name":"Data Management and Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.9988999962806702,"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/T11181","display_name":"Advanced Data Storage Technologies","score":0.9969000220298767,"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":0.6847840547561646},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.6563621163368225},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.6345698237419128},{"id":"https://openalex.org/keywords/limiting","display_name":"Limiting","score":0.5575032234191895},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5156408548355103},{"id":"https://openalex.org/keywords/space","display_name":"Space (punctuation)","score":0.4568236172199249},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.45533081889152527},{"id":"https://openalex.org/keywords/search-engine-indexing","display_name":"Search engine indexing","score":0.454216331243515},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3963218629360199},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.2802603542804718},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10015353560447693}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6847840547561646},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.6563621163368225},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6345698237419128},{"id":"https://openalex.org/C188198153","wikidata":"https://www.wikidata.org/wiki/Q1613840","display_name":"Limiting","level":2,"score":0.5575032234191895},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5156408548355103},{"id":"https://openalex.org/C2778572836","wikidata":"https://www.wikidata.org/wiki/Q380933","display_name":"Space (punctuation)","level":2,"score":0.4568236172199249},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.45533081889152527},{"id":"https://openalex.org/C75165309","wikidata":"https://www.wikidata.org/wiki/Q2258979","display_name":"Search engine indexing","level":2,"score":0.454216331243515},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3963218629360199},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2802603542804718},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10015353560447693},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5821/dissertation-2117-131429","is_oa":true,"landing_page_url":"https://doi.org/10.5821/dissertation-2117-131429","pdf_url":"https://upcommons.upc.edu/bitstream/2117/131429/1/TCC1de1.pdf","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universitat Polit\u00e8cnica de Catalunya","raw_type":"dissertation"}],"best_oa_location":{"id":"doi:10.5821/dissertation-2117-131429","is_oa":true,"landing_page_url":"https://doi.org/10.5821/dissertation-2117-131429","pdf_url":"https://upcommons.upc.edu/bitstream/2117/131429/1/TCC1de1.pdf","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Universitat Polit\u00e8cnica de Catalunya","raw_type":"dissertation"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.5600000023841858,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W2944239168.pdf"},"referenced_works_count":98,"referenced_works":["https://openalex.org/W229826274","https://openalex.org/W807448282","https://openalex.org/W1168671556","https://openalex.org/W1482400819","https://openalex.org/W1507703347","https://openalex.org/W1535279741","https://openalex.org/W1547250093","https://openalex.org/W1633157623","https://openalex.org/W1635892993","https://openalex.org/W1678178911","https://openalex.org/W1972234887","https://openalex.org/W1976821017","https://openalex.org/W1979626152","https://openalex.org/W1987698555","https://openalex.org/W1988100325","https://openalex.org/W1994469476","https://openalex.org/W1996492982","https://openalex.org/W1999984505","https://openalex.org/W2000053898","https://openalex.org/W2003214215","https://openalex.org/W2003765267","https://openalex.org/W2010008593","https://openalex.org/W2010662231","https://openalex.org/W2011316986","https://openalex.org/W2013451019","https://openalex.org/W2018155822","https://openalex.org/W2020129682","https://openalex.org/W2023797161","https://openalex.org/W2024199467","https://openalex.org/W2024835411","https://openalex.org/W2026790664","https://openalex.org/W2029306088","https://openalex.org/W2029606440","https://openalex.org/W2030433619","https://openalex.org/W2031666594","https://openalex.org/W2031754289","https://openalex.org/W2032756564","https://openalex.org/W2033819534","https://openalex.org/W2038412523","https://openalex.org/W2050872367","https://openalex.org/W2054584570","https://openalex.org/W2071989194","https://openalex.org/W2073083495","https://openalex.org/W2073703553","https://openalex.org/W2076937693","https://openalex.org/W2081307663","https://openalex.org/W2087946700","https://openalex.org/W2088822619","https://openalex.org/W2094889803","https://openalex.org/W2102639991","https://openalex.org/W2104954161","https://openalex.org/W2106436364","https://openalex.org/W2110969836","https://openalex.org/W2113563128","https://openalex.org/W2114407468","https://openalex.org/W2117917070","https://openalex.org/W2119565742","https://openalex.org/W2119738171","https://openalex.org/W2126924915","https://openalex.org/W2131620262","https://openalex.org/W2139111678","https://openalex.org/W2140048308","https://openalex.org/W2141555863","https://openalex.org/W2150915951","https://openalex.org/W2155256331","https://openalex.org/W2157808045","https://openalex.org/W2162966567","https://openalex.org/W2174058075","https://openalex.org/W2267205240","https://openalex.org/W2277359368","https://openalex.org/W2280075829","https://openalex.org/W2413676669","https://openalex.org/W2467389505","https://openalex.org/W2491150133","https://openalex.org/W2524947710","https://openalex.org/W2612838847","https://openalex.org/W2623585623","https://openalex.org/W2624304035","https://openalex.org/W2666600683","https://openalex.org/W2725226870","https://openalex.org/W2742513757","https://openalex.org/W2751447146","https://openalex.org/W2767575009","https://openalex.org/W2913854892","https://openalex.org/W2964256004","https://openalex.org/W2997027240","https://openalex.org/W3137220996","https://openalex.org/W3137759927","https://openalex.org/W3138135046","https://openalex.org/W3162803548","https://openalex.org/W4249823756","https://openalex.org/W4250842989","https://openalex.org/W4288400169","https://openalex.org/W4289802751","https://openalex.org/W4289805081","https://openalex.org/W4297825283","https://openalex.org/W4300789689","https://openalex.org/W4398229021"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W4394895745","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W3024364549","https://openalex.org/W2910064364","https://openalex.org/W2499527417"],"abstract_inverted_index":{"Spatial":[0],"Big":[1],"Data":[2],"is":[3,50,114,189,342],"considered":[4],"an":[5,391,467],"essential":[6],"trend":[7],"in":[8,177,227,269,309,349,530],"future":[9],"scientific":[10,58,67,112,119],"and":[11,19,54,75,99,157,181,194,201,220,364,404,430,449,488,491,500,514,520,537,543],"business":[12],"applications.":[13,481],"Indeed,":[14],"research":[15],"instruments,":[16],"medical":[17],"devices,":[18],"social":[20],"networks":[21],"generate":[22,121,324],"hundreds":[23],"of":[24,27,41,48,85,237,250,257,282,290,328,398,406,409,440,474,528],"peta":[25],"bytes":[26],"spatial":[28,445],"data":[29,49,113,172,205,303,308,321,339,353,376,399,426,457,541],"per":[30],"year.":[31],"However,":[32],"as":[33,217],"many":[34,57],"authors":[35],"have":[36,136,161],"pointed":[37],"out,":[38],"the":[39,83,86,95,110,154,164,171,178,208,248,251,266,284,288,319,350,374,396,402,415,428,431,436,441,456,465,471,475,506,512,515,526],"lack":[40],"specialized":[42],"frameworks":[43],"dealing":[44],"with":[45,272,337,424,486],"such":[46,361],"kind":[47,408],"limiting":[51],"possible":[52],"applications":[53,533],"probably":[55],"precluding":[56],"breakthroughs.":[59],"In":[60],"this":[61,407],"thesis,":[62],"we":[63,79,93,100,147,159,168,262,275,294,300,313,372,380,389,413,454,492,503,521],"describe":[64,128,373,504],"three":[65],"HPC":[66,479,532,1074],"applications,":[68],"ranging":[69],"from":[70],"molecular":[71],"dynamics,":[72],"neuroscience":[73],"analysis,":[74,333],"physics":[76],"simulations,":[77],"where":[78,124],"experience":[80],"first":[81,434],"hand":[82],"limits":[84],"existing":[87,375],"technologies.":[88],"Thanks":[89],"to":[90,149,162,199,202,223,241,264,317,323,331,359,394,418],"our":[91,332,382,461,484,495],"experience,":[92],"define":[94],"desirable":[96],"missing":[97,345],"functionalities,":[98],"focus":[101],"on":[102,401,447],"two":[103,420],"features":[104],"that":[105,174,312,469,494,510],"when":[106],"combined":[107],"significantly":[108],"improve":[109],"way":[111,222,311],"analyzed.":[115],"On":[116,207],"one":[117],"side,":[118,210],"simulations":[120],"complex":[122],"datasets":[123,226],"multiple":[125],"correlated":[126],"characteristics":[127],"each":[129],"item.":[130],"For":[131,259],"instance,":[132,260],"a":[133,137,142,218,228,234,254,270,279,310,325,343,362,535,653],"particle":[134],"might":[135],"space":[138,180],"position":[139],"(x,y,z)":[140],"at":[141],"given":[143],"time":[144,182],"(t).":[145,726],"If":[146],"want":[148,263,296],"find":[150],"all":[151,175,283],"elements":[152],"within":[153,253],"same":[155,179],"area":[156],"period,":[158],"either":[160],"scan":[163,318],"whole":[165,320],"dataset,":[166],"or":[167,460],"must":[169],"organize":[170,203],"so":[173],"items":[176],"are":[183],"stored":[184],"together.":[185,206],"The":[186],"second":[187],"approach":[188,462],"called":[190],"Multidimensional":[191,335,778,916],"Indexing":[192,336],"(MI),":[193],"it":[195,365],"uses":[196],"different":[197],"techniques":[198],"cluster":[200],"similar":[204],"other":[209],"approximate":[211,444],"analytics":[212,232],"has":[213,497],"been":[214],"often":[215],"indicated":[216],"smart":[219],"flexible":[221,805],"explore":[224],"large":[225],"short":[229],"period.":[230],"Approximate":[231],"includes":[233],"broad":[235],"family":[236],"algorithms":[238],"which":[239,305],"aims":[240,358],"speed":[242],"up":[243],"analytical":[244,392,416],"workloads":[245],"by":[246,463],"relaxing":[247],"precision":[249],"results":[252],"specific":[255],"interval":[256],"confidence.":[258],"if":[261,293],"know":[265],"average":[267],"age":[268],"group":[271],"1-year":[273],"precision,":[274],"can":[276],"consider":[277],"just":[278],"random":[280,326],"fraction":[281],"people,":[285],"thus":[286],"reducing":[287],"amount":[289],"calculation.":[291],"But":[292],"also":[295],"less":[297],"I/O":[298],"operations,":[299],"need":[301,316],"efficient":[302,338,425],"sampling,":[304],"means":[306],"organizing":[307],"do":[314],"not":[315,347],"set":[322],"sample":[327],"it.":[329],"According":[330],"combining":[334],"Sampling":[340],"(MIS)":[341],"vital":[344,926],"feature":[346],"available":[348],"current":[351],"distributed":[352,410,508],"management":[354,377],"solutions.":[355,369],"This":[356],"thesis":[357],"solve":[360],"shortcoming":[363],"provides":[366],"novel":[367,421,507],"scalable":[368,536],"At":[370],"first,":[371],"alternatives;":[378],"then":[379],"motivate":[381],"preference":[383],"for":[384,443,478,540],"NoSQL":[385,518,975],"key-value":[386],"databases.":[387],"Secondly,":[388],"propose":[390],"model":[393,417],"study":[395],"influence":[397],"models":[400],"scalability":[403],"performance":[405,473,499],"database.":[411],"Thirdly,":[412],"use":[414],"design":[419],"multidimensional":[422],"indexes":[423],"sampling:":[427],"D8tree":[429,476,513,1024,1070,1107],"AOTree.":[432,1027],"Our":[433],"solution,":[435],"D8tree,":[437,1032],"improves":[438],"state":[439],"art":[442],"queries":[446],"static":[448],"mostly":[450],"read":[451],"dataset.":[452],"Later,":[453],"enhanced":[455],"ingestion":[458],"capability":[459],"introducing":[464],"AOTree,":[466,1062,1109],"algorithm":[468],"enables":[470],"query":[472],"even":[477],"write-intensive":[480],"We":[482],"compared":[483],"solution":[485,539],"PostgreSQL":[487,1083],"plain":[489],"storage,":[490],"demonstrate":[493],"proposal":[496],"better":[498],"scalability.":[501],"Finally,":[502],"Qbeast,":[505,1100],"system":[509],"implements":[511],"AOTree":[516],"using":[517],"technologies,":[519],"illustrate":[522],"how":[523],"Qbeast":[524,1113],"simplifies":[525],"workflow":[527],"scientists":[529],"various":[531],"providing":[534],"integrated":[538],"analysis":[542],"management.":[544],"La":[545],"gesti\u00f3n":[546,936,961],"de":[547,561,566,573,575,582,600,607,632,648,696,734,748,755,806,810,817,823,829,834,838,842,852,857,866,874,882,888,895,914,920,935,938,960,962,973,994,1002,1005,1007,1046,1052,1058,1117,1119],"BigData":[548],"con":[549,855,909,917,1082],"informaci\u00f3n":[550],"espacial":[551,718],"est\u00e1":[552,609,615,929],"considerada":[553],"como":[554,593,776,1095],"una":[555,712,716,801,820,904,924,1123],"tendencia":[556],"esencial":[557],"en":[558,603,643,670,680,699,722,767,812,931,977,1076],"el":[559,746,827,1000,1014,1023,1026,1031,1034,1044,1061,1067,1093,1101,1115],"futuro":[560],"las":[562,646,649,691,797,868,932,958,971],"aplicaciones":[563,613,625,1073],"cient\u00edficas":[564,626,693],"y":[565,586,592,614,637,663,666,738,743,780,786,804,946,966,999,1025,1050,1084,1108],"negocio.":[567],"De":[568,907],"hecho,":[569],"se":[570,683,758,774,793],"generan":[571,694],"cientos":[572],"petabytes":[574],"datos":[576,608,686,697,754,788,811,894,921,963,974,995,1008,1047],"espaciales":[577,1041],"por":[578,706,970],"a\u00f1o":[579],"mediante":[580],"instrumentos":[581],"investigaci\u00f3n,":[583],"dispositivos":[584],"m\u00e9dicos":[585],"redes":[587],"sociales.":[588],"Sin":[589],"embargo,":[590],"tal":[591],"muchos":[594,617],"autores":[595],"han":[596],"se\u00f1alado,":[597],"la":[598,678,681,735,832,849,872,912,988,997,1056,1096],"falta":[599],"entornos":[601],"especializados":[602],"manejar":[604],"este":[605,1003],"tipo":[606,816,1004],"limitando":[610],"sus":[611],"posibles":[612],"impidiendo":[616],"avances":[618],"cient\u00edficos.":[619,687],"En":[620,954,979,1010],"esta":[621,944],"tesis,":[622],"describimos":[623,957,1099],"3":[624],"HPC,":[627],"que":[628,682,701,757,764,796,825,890,897,927,951,964,990,1065,1088,1103],"cubren":[629],"los":[630,685,700,731,753,762,835,893,992,1105,1120],"\u00e1mbitos":[631],"din\u00e1mica":[633],"molecular,":[634],"an\u00e1lisis":[635],"neurocient\u00edfico":[636],"simulaciones":[638,692],"f\u00edsicas,":[639],"donde":[640],"hemos":[641,656,668],"experimentado":[642],"primera":[644,1029],"mano":[645],"limitaciones":[647],"tecnolog\u00edas":[650],"existentes.":[651],"Gracias":[652],"nuestras":[654],"experiencias,":[655],"podido":[657],"definir":[658],"qu\u00e9":[659],"funcionalidades":[660],"ser\u00edan":[661],"deseables":[662],"no":[664,898,928],"existen,":[665],"nos":[667],"centrado":[669],"dos":[671,1019],"caracter\u00edsticas":[672,708],"que,":[673],"al":[674],"combinarlas,":[675],"mejoran":[676],"significativamente":[677],"manera":[679,756,802,896],"analizan":[684],"Por":[688,710,790,844],"un":[689,723,768,839,853,858,863,885,983,1063],"lado,":[690,792],"conjuntos":[695,809],"complejos,":[698],"cada":[702],"elemento":[703],"es":[704,923,1048],"descrito":[705],"m\u00faltiples":[707],"correlacionadas.":[709],"ejemplo,":[711,845],"part\u00edcula":[713],"puede":[714],"tener":[715],"posici\u00f3n":[717],"(x,":[719],"y,":[720],"z)":[721],"momento":[724,769],"dado":[725],"Si":[727],"queremos":[728,847,879],"encontrar":[729],"todos":[730,761,901],"elementos":[732,763],"dentro":[733,837],"misma":[736],"\u00e1rea":[737,766],"periodo,":[739],"o":[740,750],"bien":[741,751],"recorremos":[742],"analizamos":[744],"todo":[745],"conjunto":[747,1045],"datos,":[749,889],"organizamos":[752],"almacenen":[759],"juntos":[760],"comparten":[765],"dado.":[770],"Esta":[771,940],"segunda":[772],"opci\u00f3n":[773],"conoce":[775],"Indexaci\u00f3n":[777,915],"(IM)":[779],"usa":[781],"diferentes":[782],"t\u00e9cnicas":[783],"para":[784,902,986,1017,1039,1072],"agrupar":[785],"organizar":[787,892],"similares.":[789],"otro":[791],"suele":[794],"se\u00f1alar":[795],"anal\u00edticas":[798,818],"aproximadas":[799],"son":[800,952],"inteligente":[803],"explorar":[807],"grandes":[808],"poco":[813],"tiempo.":[814],"Este":[815],"incluyen":[819],"amplia":[821],"familia":[822],"algoritmos":[824,1021,1106],"acelera":[826],"tiempo":[828],"procesado,":[830],"relajando":[831],"precisi\u00f3n":[833,856],"resultados":[836],"determinado":[840],"intervalo":[841],"confianza.":[843],"si":[846,877],"saber":[848],"edad":[850],"media":[851],"grupo":[854],"a\u00f1o,":[859],"podemos":[860],"considerar":[861],"s\u00f3lo":[862],"subconjunto":[864],"aleatorio":[865],"todas":[867],"personas,":[869],"reduciendo":[870],"as\u00ed":[871],"cantidad":[873],"c\u00e1lculo.":[875],"Pero":[876],"adem\u00e1s":[878],"menos":[880],"operaciones":[881],"entrada/salida,":[883],"necesitamos":[884],"muestreo":[886],"eficiente":[887,919],"implica":[891],"necesitemos":[899],"recorrerlos":[900],"generar":[903],"muestra":[905],"aleatoria.":[906],"acuerdo":[908],"nuestros":[910],"an\u00e1lisis,":[911],"combinaci\u00f3n":[913],"Muestreo":[918],"(IMM)":[922],"caracter\u00edstica":[925],"disponible":[930],"soluciones":[933,949],"actuales":[934],"distribuida":[937],"datos.":[939],"tesis":[941],"pretende":[942],"resolver":[943],"limitaci\u00f3n":[945],"proporciona":[947],"unas":[948],"novedosas":[950],"escalables.":[953],"primer":[955],"lugar,":[956,981,1012],"alternativas":[959],"existen":[965],"motivamos":[967],"nuestra":[968,1080,1089],"preferencia":[969],"bases":[972,1006],"basadas":[976],"clave-valor.":[978],"segundo":[980],"proponemos":[982],"modelo":[984,1015],"anal\u00edtico":[985,1016],"estudiar":[987],"influencia":[989],"tienen":[991],"modelos":[993],"sobre":[996],"escalabilidad":[998],"rendimiento":[1001,1068,1094],"distribuidas.":[1009],"tercer":[1011],"usamos":[1013],"dise\u00f1ar":[1018],"novedosos":[1020],"IMM:":[1022],"Nuestra":[1028],"soluci\u00f3n,":[1030],"mejora":[1033,1091],"estado":[1035],"del":[1036,1069],"arte":[1037],"actual":[1038],"consultas":[1040],"aproximadas,":[1042],"cuando":[1043],"est\u00e1tico":[1049],"mayoritariamente":[1051],"lectura.":[1053],"Despu\u00e9s,":[1054],"mejoramos":[1055],"capacidad":[1057],"ingesti\u00f3n":[1059],"introduciendo":[1060],"algoritmo":[1064],"conserva":[1066],"incluso":[1071],"intensivas":[1075],"escritura.":[1077],"Hemos":[1078],"comparado":[1079],"soluci\u00f3n":[1081,1124],"almacenamiento":[1085],"plano":[1086],"demostrando":[1087],"propuesta":[1090],"tanto":[1092],"escalabilidad.":[1097],"Finalmente,":[1098],"sistema":[1102],"implementa":[1104],"e":[1110,1126],"ilustramos":[1111],"c\u00f3mo":[1112],"simplifica":[1114],"flujo":[1116],"trabajo":[1118],"cient\u00edficos":[1121],"ofreciendo":[1122],"escalable":[1125],"integra":[1127]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2019-05-16T00:00:00"}
