{"id":"https://openalex.org/W2539448849","doi":"https://doi.org/10.1137/16n974188","title":"Special Section on Two Themes: CSE Software and Big Data in CSE","display_name":"Special Section on Two Themes: CSE Software and Big Data in CSE","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2539448849","doi":"https://doi.org/10.1137/16n974188","mag":"2539448849"},"language":"en","primary_location":{"id":"doi:10.1137/16n974188","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16n974188","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16N974188","source":{"id":"https://openalex.org/S165512578","display_name":"SIAM Journal on Scientific Computing","issn_l":"1064-8275","issn":["1064-8275","1095-7197"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Journal on Scientific Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://epubs.siam.org/doi/pdf/10.1137/16N974188","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023907914","display_name":"Hans De Sterck","orcid":"https://orcid.org/0000-0002-1641-932X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hans De Sterck","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048780291","display_name":"Chris R. Johnson","orcid":"https://orcid.org/0000-0001-5673-5338"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Chris Johnson","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5042596655","display_name":"Lois Curfman McInnes","orcid":"https://orcid.org/0000-0002-6381-4736"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lois Curfman McInnes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.2833,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6482368,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"38","issue":"5","first_page":"S1","last_page":"S2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9854000210762024,"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/T10715","display_name":"Distributed and Parallel Computing Systems","score":0.9854000210762024,"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":0.9613999724388123,"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/T11195","display_name":"Simulation Techniques and Applications","score":0.9581999778747559,"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/big-data","display_name":"Big data","score":0.6749177575111389},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6593252420425415},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.5569126605987549},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5374140739440918},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.48146262764930725},{"id":"https://openalex.org/keywords/software-analytics","display_name":"Software analytics","score":0.441881388425827},{"id":"https://openalex.org/keywords/software-development","display_name":"Software development","score":0.43331465125083923},{"id":"https://openalex.org/keywords/special-section","display_name":"Special section","score":0.4215497374534607},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.33981502056121826},{"id":"https://openalex.org/keywords/software-construction","display_name":"Software construction","score":0.30756333470344543},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14329957962036133},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.13783547282218933},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.13693943619728088}],"concepts":[{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.6749177575111389},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6593252420425415},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5569126605987549},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5374140739440918},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.48146262764930725},{"id":"https://openalex.org/C171981572","wikidata":"https://www.wikidata.org/wiki/Q7554239","display_name":"Software analytics","level":5,"score":0.441881388425827},{"id":"https://openalex.org/C529173508","wikidata":"https://www.wikidata.org/wiki/Q638608","display_name":"Software development","level":3,"score":0.43331465125083923},{"id":"https://openalex.org/C2993458768","wikidata":"https://www.wikidata.org/wiki/Q3477549","display_name":"Special section","level":2,"score":0.4215497374534607},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.33981502056121826},{"id":"https://openalex.org/C186846655","wikidata":"https://www.wikidata.org/wiki/Q3398377","display_name":"Software construction","level":4,"score":0.30756333470344543},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14329957962036133},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.13783547282218933},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.13693943619728088},{"id":"https://openalex.org/C61696701","wikidata":"https://www.wikidata.org/wiki/Q770766","display_name":"Engineering physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1137/16n974188","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16n974188","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16N974188","source":{"id":"https://openalex.org/S165512578","display_name":"SIAM Journal on Scientific Computing","issn_l":"1064-8275","issn":["1064-8275","1095-7197"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Journal on Scientific Computing","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1137/16n974188","is_oa":true,"landing_page_url":"https://doi.org/10.1137/16n974188","pdf_url":"https://epubs.siam.org/doi/pdf/10.1137/16N974188","source":{"id":"https://openalex.org/S165512578","display_name":"SIAM Journal on Scientific Computing","issn_l":"1064-8275","issn":["1064-8275","1095-7197"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320508","host_organization_name":"Society for Industrial and Applied Mathematics","host_organization_lineage":["https://openalex.org/P4310320508"],"host_organization_lineage_names":["Society for Industrial and Applied Mathematics"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"SIAM Journal on Scientific Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2520111506","https://openalex.org/W2380017313","https://openalex.org/W2020201402","https://openalex.org/W4312927049","https://openalex.org/W185543890","https://openalex.org/W2757929269","https://openalex.org/W2371269538","https://openalex.org/W3000110022","https://openalex.org/W2068215719","https://openalex.org/W1955230756"],"abstract_inverted_index":{"The":[0,20,37,60,150,183,209,463,630,661],"2015":[1],"SIAM":[2,21],"Conference":[3],"on":[4,23,41,193,202,246,310,338,357,469,480,534,541,558,566,574,585,626,696],"Computational":[5],"Science":[6],"and":[7,55,65,92,95,103,107,116,128,148,159,168,180,199,217,257,268,274,278,289,296,324,327,345,347,370,400,412,418,443,461,482,491,517,539,552,571,605,649,687],"Engineering":[8],"(CSE)":[9],"was":[10],"held":[11],"March":[12],"14-18,":[13],"2015,":[14],"in":[15,31,58,88,100,126,144,164,206,385,397,473,579,595,646,657],"Salt":[16],"Lake":[17],"City,":[18],"Utah.":[19],"Journal":[22],"Scientific":[24],"Computing":[25,402],"(SISC)":[26],"created":[27],"this":[28,220,378,697],"special":[29,38,184,379,454,464,698],"section":[30,39,185,380,455,465],"association":[32],"with":[33,204,471,485,546,582,644],"the":[34,70,132,172,238,353,375,392,422,426,431,434,599,613],"CSE15":[35],"conference.":[36],"focuses":[40],"two":[42,211,478,532],"topics":[43,194],"that":[44,85,250,394,459,602],"are":[45,161,190,243,281,307,334,450,477,531,679],"of":[46,62,72,122,138,156,178,215,234,272,284,291,313,352,359,377,387,415,421,425,428,447,458,550,612,655,659],"significant":[47],"current":[48,124],"interest":[49,125],"to":[50,170,196,329,437,441,548,620,653,668,681],"CSE":[51,53,106,114,127,197,405,416,432],"researchers:":[52],"software":[54,67,198,216,229,248,354,361,389,406,429,445,604],"big":[56,207,218,474,606],"data":[57,133,173,231,323,607,617,633],"CSE.":[59,73],"development":[61],"efficient,":[63],"robust,":[64],"sustainable":[66],"is":[68,76,130,152,221,233,381,407,456,555],"at":[69],"core":[71],"Software":[74,97,399],"itself":[75],"now":[77],"broadly":[78],"recognized":[79],"as":[80,263,419,440],"a":[81,110,176,223,297,301,408,413,521,556,572,636,670],"key":[82],"crosscutting":[83],"technology":[84],"connects":[86],"advances":[87],"mathematics,":[89],"computer":[90],"science,":[91,145],"domain-specific":[93],"science":[94,256],"engineering.":[96],"encapsulates":[98],"progress":[99],"algorithms,":[101,366],"methods,":[102],"implementations":[104],"across":[105],"thereby":[108],"provides":[109],"foundation":[111],"for":[112,142,230,255,259,430,500,512,524,537,562,591,640,693],"long-term":[113],"collaboration":[115],"scientific":[117,179,247,388],"progress.":[118,182],"A":[119],"second":[120,631],"topic":[121],"great":[123],"beyond":[129],"how":[131,444],"revolution":[134],"enables":[135],"new":[136],"ways":[137],"generating":[139],"quantitative":[140],"insight":[141],"applications":[143,205,262,472,486,625,645],"engineering,":[146],"technology,":[147],"society.":[149],"world":[151],"experiencing":[153],"an":[154,508,610],"explosion":[155],"digital":[157],"data,":[158],"there":[160,242],"important":[162],"challenges":[163],"designing":[165],"scalable":[166,513],"algorithms":[167,203,470,499,536],"methods":[169],"turn":[171],"deluge":[174],"into":[175],"source":[177,228],"engineering":[181,258],"contains":[186,466],"34":[187],"papers.":[188],"There":[189,306,333,476,530,554],"22":[191,239],"papers":[192,201,212,245,286,309,337,355,393,468,479,496,533],"related":[195],"10":[200,467],"data.":[208,475],"final":[210],"combine":[213],"aspects":[214,312,358,608],"data;":[219],"not":[222],"surprising":[224],"combination,":[225],"since":[226],"open":[227],"analysis":[232],"timely":[235],"interest.":[236],"Among":[237],"software-related":[240],"papers,":[241],"11":[244],"packages":[249],"use":[251],"differential":[252],"equation":[253],"models":[254],"such":[260],"diverse":[261],"soft":[264],"materials,":[265],"explosive":[266],"devices,":[267],"insect":[269],"flight.":[270],"Aspects":[271],"multiphysics":[273],"multiresolution":[275],"modeling,":[276],"scalability,":[277],"mesh":[279],"management":[280],"highlighted.":[282],"Two":[283,495],"these":[285],"discuss":[287,497],"efficiency":[288],"performance":[290,371],"adaptive":[292,509],"grid":[293,569],"refinement":[294],"packages,":[295],"further":[298],"paper":[299,506,519,557,573,601,634],"presents":[300,609],"model":[302],"order":[303],"reduction":[304],"package.":[305],"four":[308],"notable":[311],"simulation":[314,320],"software,":[315,341],"including":[316,342],"algorithmic":[317],"resilience,":[318],"automatic":[319],"workflow":[321],"change,":[322],"task":[325],"parallelism,":[326],"systems":[328],"guide":[330],"solver":[331],"choices.":[332],"also":[335],"seven":[336],"linear":[339,502],"algebra":[340,503],"preconditioners,":[343],"eigensolvers,":[344],"hierarchical":[346],"multilevel":[348,522],"system":[349],"solvers.":[350],"Several":[351],"focus":[356],"high-level":[360],"organization,":[362],"while":[363,674],"others":[364],"highlight":[365],"efficient":[367],"parallel":[368,514,535,559,575,637],"implementations,":[369],"tests.":[372],"As":[373],"such,":[374],"scope":[376],"somewhat":[382],"broader,":[383],"e.g.,":[384,488],"terms":[386],"functionality,":[390],"than":[391,587],"usually":[395],"appear":[396],"SISC\u0092s":[398],"High-Performance":[401],"section.":[403,699],"Indeed,":[404],"valuable":[409],"research":[410],"product":[411],"cornerstone":[414],"collaboration,":[417],"part":[420,457],"growing":[423],"realization":[424],"importance":[427],"endeavor,":[433],"field":[435],"continues":[436],"see":[438],"evolution":[439],"where":[442],"contributions":[446],"various":[448],"nature":[449],"best":[451],"published.":[452],"This":[453],"exploration":[460],"evolution.":[462],"matrix":[481],"tensor":[483],"completion,":[484],"in,":[487],"large-scale":[489,525],"recommendation":[490],"stochastic":[492],"PDE":[493],"simulation.":[494],"randomized":[498],"large":[501,542],"problems.":[504],"One":[505],"considers":[507,520],"metropolis":[510],"approach":[511],"Bayesian":[515],"inference,":[516],"another":[518],"method":[523],"sparse":[526],"inverse":[527],"covariance":[528],"estimation.":[529],"matching":[538],"partitioning":[540],"graphs":[543],"targeting":[544],"problems":[545],"up":[547],"billions":[549,654],"vertices":[551],"edges.":[553],"density":[560],"estimation":[561],"100":[563],"million":[564],"particles":[565],"500":[567],"billion":[568,593],"points":[570,594,656],"nearest":[576],"neighbor":[577],"search":[578],"high":[580],"dimensions":[581],"scalability":[583],"tests":[584],"more":[586],"100,000":[588],"computing":[589,624],"cores":[590],"4":[592],"1,000":[596],"dimensions.":[597,660],"Finally,":[598],"first":[600],"combines":[603],"extension":[611],"Apache":[614],"Spark":[615],"distributed":[616],"analytics":[618],"environment":[619],"enable":[621],"high-performance":[622],"visual":[623],"GPU-based":[627],"cluster":[628],"systems.":[629],"software-big":[632],"discusses":[635],"open-source":[638],"library":[639],"high-dimensional":[641],"kernel":[642],"summations":[643],"machine":[647],"learning":[648],"computational":[650],"statistics,":[651],"scaling":[652],"hundreds":[658],"guest":[662],"editorial":[663],"board":[664],"worked":[665],"very":[666],"hard":[667],"ensure":[669],"rigorous":[671],"peer-review":[672],"process":[673],"meeting":[675],"deadlines.":[676],"Special":[677],"thanks":[678],"due":[680],"Mitch":[682],"Chernoff":[683],"(SIAM":[684,690],"Publications":[685],"Manager)":[686],"Brittni":[688],"Holland":[689],"Editorial":[691],"Associate)":[692],"their":[694],"efforts":[695]},"counts_by_year":[{"year":2017,"cited_by_count":1}],"updated_date":"2026-05-19T21:40:30.786675","created_date":"2025-10-10T00:00:00"}
