{"id":"https://openalex.org/W6944105345","doi":"https://doi.org/10.18420/informatik2021-097","title":"Chameleon: A Semi-AutoML framework targeting quick and scalable development and deployment of production-ready ML systems for SMEs","display_name":"Chameleon: A Semi-AutoML framework targeting quick and scalable development and deployment of production-ready ML systems for SMEs","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W6944105345","doi":"https://doi.org/10.18420/informatik2021-097"},"language":"en","primary_location":{"id":"doi:10.18420/informatik2021-097","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-097","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":null,"is_oa":false,"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,"raw_source_name":null,"raw_type":"article-journal"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/informatik2021-097","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Otterbach, Johannes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Otterbach, Johannes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"Wollmann, Thomas","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wollmann, Thomas","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":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.35008908,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12535","display_name":"Machine Learning and Data Classification","score":0.9222999811172485,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9222999811172485,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12761","display_name":"Data Stream Mining Techniques","score":0.005200000014156103,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11450","display_name":"Model-Driven Software Engineering Techniques","score":0.004600000102072954,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/software-deployment","display_name":"Software deployment","score":0.857699990272522},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.8087999820709229},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.7365000247955322},{"id":"https://openalex.org/keywords/component","display_name":"Component (thermodynamics)","score":0.6200000047683716},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.605400025844574},{"id":"https://openalex.org/keywords/development","display_name":"Development (topology)","score":0.4997999966144562},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.3504999876022339}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.857699990272522},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.8087999820709229},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.7365000247955322},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7294999957084656},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.6200000047683716},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.605400025844574},{"id":"https://openalex.org/C2776542497","wikidata":"https://www.wikidata.org/wiki/Q5266672","display_name":"Development (topology)","level":2,"score":0.4997999966144562},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.48489999771118164},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.3856000006198883},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.3725000023841858},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.3504999876022339},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.33309999108314514},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2921000123023987},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.2856999933719635},{"id":"https://openalex.org/C86610423","wikidata":"https://www.wikidata.org/wiki/Q1925081","display_name":"Metamodeling","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C139968098","wikidata":"https://www.wikidata.org/wiki/Q3055454","display_name":"Development environment","level":2,"score":0.2648000121116638},{"id":"https://openalex.org/C143587482","wikidata":"https://www.wikidata.org/wiki/Q1543216","display_name":"Iterative and incremental development","level":2,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18420/informatik2021-097","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-097","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":null,"is_oa":false,"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":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/informatik2021-097","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-097","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":null,"is_oa":false,"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,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"score":0.6536729335784912,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Developing,":[0],"scaling,":[1],"and":[2,12,26,54,67,70,104,136,154],"deploying":[3],"modern":[4],"Machine":[5],"Learning":[6],"solutions":[7],"remains":[8],"challenging":[9],"for":[10],"small-":[11],"middle-sized":[13],"enterprises":[14],"(SMEs).":[15],"This":[16],"is":[17,65,101],"due":[18],"to":[19,42,122,148],"a":[20,28,58,102,117],"high":[21],"entry":[22],"barrier":[23],"of":[24,37,56,63,72,80,97,158],"building":[25],"maintaining":[27],"dedicated":[29],"IT":[30],"team":[31],"as":[32,34,128,130],"well":[33,129],"the":[35,52,78,85,94,98,124,132],"difficulties":[36],"real-world":[38],"data":[39],"(RWD)":[40],"compared":[41],"standard":[43],"benchmark":[44],"data.":[45],"To":[46],"address":[47],"this":[48],"challenge,":[49],"we":[50,92,111,139],"discuss":[51,84],"implementation":[53],"concepts":[55],"Chameleon,":[57],"semi-AutoML":[59],"framework.":[60],"The":[61],"goal":[62],"Chameleon":[64],"fast":[66],"scalable":[68],"development":[69,135],"deployment":[71,160],"production-ready":[73],"machine":[74],"learning":[75],"systems":[76],"into":[77],"workflow":[79],"SMEs.":[81,90],"We":[82],"first":[83],"RWD":[86],"challenges":[87],"faced":[88],"by":[89],"After,":[91],"outline":[93],"central":[95],"part":[96],"framework":[99,119,144],"which":[100],"model":[103,151,159],"loss-function":[105],"zoo":[106],"with":[107],"RWD-relevant":[108],"defaults.":[109],"Subsequently,":[110],"present":[112],"how":[113],"one":[114],"can":[115],"use":[116],"templatable":[118],"in":[120],"order":[121],"automate":[123],"experiment":[125],"iteration":[126],"cycle,":[127],"close":[131],"gap":[133],"between":[134],"deployment.":[137],"Finally,":[138],"touch":[140],"on":[141],"our":[142],"testing":[143],"component":[145],"allowing":[146],"us":[147],"investigate":[149],"common":[150],"failure":[152],"modes":[153],"support":[155],"best":[156],"practices":[157],"governance.":[161]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}
