{"id":"https://openalex.org/W4389159725","doi":"https://doi.org/10.1145/3611643.3613093","title":"On Using Information Retrieval to Recommend Machine Learning Good Practices for Software Engineers","display_name":"On Using Information Retrieval to Recommend Machine Learning Good Practices for Software Engineers","publication_year":2023,"publication_date":"2023-11-30","ids":{"openalex":"https://openalex.org/W4389159725","doi":"https://doi.org/10.1145/3611643.3613093"},"language":"en","primary_location":{"id":"doi:10.1145/3611643.3613093","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3611643.3613093","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering","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/A5092691960","display_name":"Laura Cabra-Acela","orcid":"https://orcid.org/0009-0000-0121-8560"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Laura Cabra-Acela","raw_affiliation_strings":["University of Los Andes, Bogota, Colombia"],"raw_orcid":"https://orcid.org/0009-0000-0121-8560","affiliations":[{"raw_affiliation_string":"University of Los Andes, Bogota, Colombia","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044477269","display_name":"Anamaria Mojica-Hanke","orcid":"https://orcid.org/0000-0002-5292-2977"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]},{"id":"https://openalex.org/I186354981","display_name":"University of Passau","ror":"https://ror.org/05ydjnb78","country_code":"DE","type":"education","lineage":["https://openalex.org/I186354981"]}],"countries":["CO","DE"],"is_corresponding":false,"raw_author_name":"Anamaria Mojica-Hanke","raw_affiliation_strings":["University of Passau, Passau, Germany / University of Los Andes, Bogota, Colombia"],"raw_orcid":"https://orcid.org/0000-0002-5292-2977","affiliations":[{"raw_affiliation_string":"University of Passau, Passau, Germany / University of Los Andes, Bogota, Colombia","institution_ids":["https://openalex.org/I186354981","https://openalex.org/I162096671"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069439324","display_name":"Mario Linares\u2010V\u00e1squez","orcid":"https://orcid.org/0000-0003-0161-2888"},"institutions":[{"id":"https://openalex.org/I162096671","display_name":"Universidad de Los Andes","ror":"https://ror.org/02mhbdp94","country_code":"CO","type":"education","lineage":["https://openalex.org/I162096671"]}],"countries":["CO"],"is_corresponding":false,"raw_author_name":"Mario Linares-V\u00e1squez","raw_affiliation_strings":["University of Los Andes, Bogota, Colombia"],"raw_orcid":"https://orcid.org/0000-0003-0161-2888","affiliations":[{"raw_affiliation_string":"University of Los Andes, Bogota, Colombia","institution_ids":["https://openalex.org/I162096671"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5027032646","display_name":"Steffen Herbold","orcid":"https://orcid.org/0000-0001-9765-2803"},"institutions":[{"id":"https://openalex.org/I186354981","display_name":"University of Passau","ror":"https://ror.org/05ydjnb78","country_code":"DE","type":"education","lineage":["https://openalex.org/I186354981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Steffen Herbold","raw_affiliation_strings":["University of Passau, Passau, Germany"],"raw_orcid":"https://orcid.org/0000-0001-9765-2803","affiliations":[{"raw_affiliation_string":"University of Passau, Passau, Germany","institution_ids":["https://openalex.org/I186354981"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5092691960"],"corresponding_institution_ids":["https://openalex.org/I162096671"],"apc_list":null,"apc_paid":null,"fwci":0.4484,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.71537911,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"2142","last_page":"2146"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9973000288009644,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9973000288009644,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.9965000152587891,"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/T10028","display_name":"Topic Modeling","score":0.9955999851226807,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8374646902084351},{"id":"https://openalex.org/keywords/best-practice","display_name":"Best practice","score":0.6863710880279541},{"id":"https://openalex.org/keywords/documentation","display_name":"Documentation","score":0.6764214038848877},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6509287357330322},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5402429103851318},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5062586665153503},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.48095718026161194},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4702552556991577},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45819908380508423},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4261394441127777},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.3569858968257904},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12259030342102051}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8374646902084351},{"id":"https://openalex.org/C184356942","wikidata":"https://www.wikidata.org/wiki/Q830382","display_name":"Best practice","level":2,"score":0.6863710880279541},{"id":"https://openalex.org/C56666940","wikidata":"https://www.wikidata.org/wiki/Q788790","display_name":"Documentation","level":2,"score":0.6764214038848877},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6509287357330322},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5402429103851318},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5062586665153503},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.48095718026161194},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4702552556991577},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45819908380508423},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4261394441127777},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3569858968257904},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12259030342102051},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3611643.3613093","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3611643.3613093","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering","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":18,"referenced_works":["https://openalex.org/W1880262756","https://openalex.org/W2083347586","https://openalex.org/W2098162425","https://openalex.org/W2138378644","https://openalex.org/W2165612380","https://openalex.org/W2792602623","https://openalex.org/W2922234936","https://openalex.org/W2934399013","https://openalex.org/W2980524392","https://openalex.org/W3017201198","https://openalex.org/W3084812981","https://openalex.org/W3185341429","https://openalex.org/W4226278401","https://openalex.org/W4233869839","https://openalex.org/W4318239812","https://openalex.org/W4324029625","https://openalex.org/W4384302764","https://openalex.org/W6969632716"],"related_works":["https://openalex.org/W2002383399","https://openalex.org/W2618286804","https://openalex.org/W4390273403","https://openalex.org/W2329643025","https://openalex.org/W644644594","https://openalex.org/W4386781444","https://openalex.org/W2002770077","https://openalex.org/W2506073049","https://openalex.org/W3131163342","https://openalex.org/W642180557"],"abstract_inverted_index":{"Machine":[0],"learning":[1,22,128],"(ML)":[2],"is":[3,192],"nowadays":[4],"widely":[5],"used":[6],"for":[7,84,126,140,164],"different":[8,138],"purposes":[9],"and":[10,29,53,64,79,86,151,168],"with":[11],"several":[12],"disciplines.":[13],"From":[14],"self-driving":[15],"cars":[16],"to":[17,43,56,182],"automated":[18],"medical":[19],"diagnosis,":[20],"machine":[21,127],"models":[23],"extensively":[24],"support":[25],"users\u2019":[26],"daily":[27],"activities,":[28],"software":[30],"engineering":[31],"tasks":[32],"are":[33],"no":[34],"exception.":[35],"Not":[36],"embracing":[37],"good":[38],"ML":[39,51,67,90,110,142],"practices":[40,111,188],"may":[41],"lead":[42,55],"pitfalls":[44],"that":[45,108,135],"hinder":[46],"the":[47,60,114,162,166],"performance":[48],"of":[49,62,186],"an":[50,146],"system":[52,107,125],"potentially":[54],"unexpected":[57],"results.":[58],"Despite":[59],"existence":[61],"documentation":[63],"literature":[65,76],"about":[66],"best":[68,143,187],"practices,":[69,129,167],"many":[70],"non-ML":[71],"experts":[72],"turn":[73],"towards":[74],"gray":[75],"like":[77],"blogs":[78],"Q&A":[80],"systems":[81],"when":[82,88],"looking":[83],"help":[85],"guidance":[87],"implementing":[89],"systems.":[91],"To":[92],"better":[93],"aid":[94],"users":[95],"in":[96,121,173],"distilling":[97],"relevant":[98],"knowledge":[99],"from":[100],"such":[101],"sources,":[102],"we":[103,130],"propose":[104],"a":[105,118,123,153,169],"recommender":[106,124],"recommends":[109],"based":[112],"on":[113],"user\u2019s":[115],"context.":[116],"As":[117],"first":[119],"step":[120],"creating":[122],"implemented":[131],"Idaka.":[132],"A":[133],"tool":[134],"provides":[136],"two":[137],"approaches":[139],"retrieving/generating":[141],"practices:":[144],"i)":[145],"information":[147],"retrieval":[148,189],"(IR)":[149],"engine":[150],"ii)":[152],"large":[154,170],"language":[155,171],"model.":[156],"The":[157,177],"IR-engine":[158],"uses":[159],"BM25":[160],"as":[161],"algorithm":[163],"retrieving":[165],"model,":[172],"our":[174],"case":[175],"Alpaca.":[176],"platform":[178],"has":[179],"been":[180],"designed":[181],"allow":[183],"comparative":[184],"studies":[185],"tools.":[190],"Idaka":[191],"publicly":[193],"available":[194],"at":[195],"GitHub:":[196],"https://bit.ly/idaka.":[197],"Video:":[198],"https://youtu.be/cEb-AhIPxnM":[199]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
