{"id":"https://openalex.org/W2602598565","doi":"https://doi.org/10.1109/saner.2017.7884639","title":"Harnessing Twitter to support serendipitous learning of developers","display_name":"Harnessing Twitter to support serendipitous learning of developers","publication_year":2017,"publication_date":"2017-02-01","ids":{"openalex":"https://openalex.org/W2602598565","doi":"https://doi.org/10.1109/saner.2017.7884639","mag":"2602598565"},"language":"en","primary_location":{"id":"doi:10.1109/saner.2017.7884639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner.2017.7884639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 24th International Conference on Software Analysis, Evolution and Reengineering (SANER)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5015350971","display_name":"Abhishek Sharma","orcid":"https://orcid.org/0000-0001-6848-1603"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Abhishek Sharma","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","School of Information Systems, Singapore Management University, Singapore.#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore.#TAB#","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100716456","display_name":"Yuan Tian","orcid":"https://orcid.org/0000-0002-2208-3893"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Yuan Tian","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","School of Information Systems, Singapore Management University, Singapore.#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore.#TAB#","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065357884","display_name":"Agus Sulistya","orcid":"https://orcid.org/0000-0002-2835-5781"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Agus Sulistya","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","School of Information Systems, Singapore Management University, Singapore.#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore.#TAB#","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081036622","display_name":"David Lo","orcid":"https://orcid.org/0000-0002-4367-7201"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"David Lo","raw_affiliation_strings":["School of Information Systems, Singapore Management University, Singapore","School of Information Systems, Singapore Management University, Singapore.#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore","institution_ids":["https://openalex.org/I79891267"]},{"raw_affiliation_string":"School of Information Systems, Singapore Management University, Singapore.#TAB#","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5081146446","display_name":"Aiko Yamashita","orcid":"https://orcid.org/0000-0002-2387-9228"},"institutions":[{"id":"https://openalex.org/I184531372","display_name":"OsloMet \u2013 Oslo Metropolitan University","ror":"https://ror.org/04q12yn84","country_code":"NO","type":"education","lineage":["https://openalex.org/I184531372"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Aiko Fallas Yamashita","raw_affiliation_strings":["College of Applied Sciences, Oslo and Akershus University, Norway","Oslo and Akershus University College of Applied Sciences, NORWAY"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Applied Sciences, Oslo and Akershus University, Norway","institution_ids":["https://openalex.org/I184531372"]},{"raw_affiliation_string":"Oslo and Akershus University College of Applied Sciences, NORWAY","institution_ids":["https://openalex.org/I184531372"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"387","last_page":"391"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9976999759674072,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.9976999759674072,"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/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/T12478","display_name":"Wikis in Education and Collaboration","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8265478014945984},{"id":"https://openalex.org/keywords/popularity","display_name":"Popularity","score":0.8019105195999146},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.6462960839271545},{"id":"https://openalex.org/keywords/relevance","display_name":"Relevance (law)","score":0.6415078639984131},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.62198406457901},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.6148586273193359},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5946022868156433},{"id":"https://openalex.org/keywords/pace","display_name":"Pace","score":0.5817057490348816},{"id":"https://openalex.org/keywords/point","display_name":"Point (geometry)","score":0.5665949583053589},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.5241801142692566},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.49460622668266296},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.4773999750614166},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.45660877227783203},{"id":"https://openalex.org/keywords/web-page","display_name":"Web page","score":0.45136523246765137},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.43590646982192993},{"id":"https://openalex.org/keywords/web-resource","display_name":"Web resource","score":0.42188209295272827},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.17989099025726318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8265478014945984},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.8019105195999146},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.6462960839271545},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.6415078639984131},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.62198406457901},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.6148586273193359},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5946022868156433},{"id":"https://openalex.org/C2777526511","wikidata":"https://www.wikidata.org/wiki/Q691543","display_name":"Pace","level":2,"score":0.5817057490348816},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.5665949583053589},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.5241801142692566},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.49460622668266296},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.4773999750614166},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.45660877227783203},{"id":"https://openalex.org/C21959979","wikidata":"https://www.wikidata.org/wiki/Q36774","display_name":"Web page","level":2,"score":0.45136523246765137},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.43590646982192993},{"id":"https://openalex.org/C65603577","wikidata":"https://www.wikidata.org/wiki/Q3427877","display_name":"Web resource","level":2,"score":0.42188209295272827},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.17989099025726318},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","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/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","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},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/saner.2017.7884639","is_oa":false,"landing_page_url":"https://doi.org/10.1109/saner.2017.7884639","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE 24th International Conference on Software Analysis, Evolution and Reengineering (SANER)","raw_type":"proceedings-article"},{"id":"pmh:oai:ink.library.smu.edu.sg:sis_research-4651","is_oa":false,"landing_page_url":"https://ink.library.smu.edu.sg/sis_research/3649","pdf_url":null,"source":{"id":"https://openalex.org/S4306401925","display_name":"Singapore Management University Institutional Knowledge (InK) (Singapore Management University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79891267","host_organization_name":"Singapore Management University","host_organization_lineage":["https://openalex.org/I79891267"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://doi.org/10.1109/SANER.2017.7884639","raw_type":"Conference Proceeding Article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W1854214752","https://openalex.org/W1970845114","https://openalex.org/W1972776932","https://openalex.org/W1973435495","https://openalex.org/W1978558026","https://openalex.org/W1982235297","https://openalex.org/W1988686126","https://openalex.org/W2014755981","https://openalex.org/W2015406274","https://openalex.org/W2016035035","https://openalex.org/W2030864907","https://openalex.org/W2052027666","https://openalex.org/W2056944867","https://openalex.org/W2057058864","https://openalex.org/W2061901927","https://openalex.org/W2093453496","https://openalex.org/W2099970772","https://openalex.org/W2134643465","https://openalex.org/W2138621811","https://openalex.org/W2463109813","https://openalex.org/W3049667020","https://openalex.org/W3097982316","https://openalex.org/W3102704102","https://openalex.org/W3144865583","https://openalex.org/W4233769451","https://openalex.org/W4243840747","https://openalex.org/W4245995216","https://openalex.org/W4246606684","https://openalex.org/W4302313152","https://openalex.org/W6639055396","https://openalex.org/W6654137259","https://openalex.org/W6719072403"],"related_works":["https://openalex.org/W2368605798","https://openalex.org/W2518037665","https://openalex.org/W2348524959","https://openalex.org/W2477036161","https://openalex.org/W2368049389","https://openalex.org/W2384861574","https://openalex.org/W2170801710","https://openalex.org/W2952704802","https://openalex.org/W4294565801","https://openalex.org/W1991531128"],"abstract_inverted_index":{"Developers":[0],"often":[1,44],"rely":[2],"on":[3,86,130,172,179],"various":[4],"online":[5],"resources,":[6],"such":[7,34],"as":[8,35],"blogs,":[9],"to":[10,31,37,95,104,116,123,135,144],"keep":[11,38],"themselves":[12,39],"up-to-date":[13],"with":[14],"the":[15,79,164,170],"fast":[16],"pace":[17],"at":[18],"which":[19,61],"software":[20],"technologies":[21],"are":[22],"evolving.":[23],"Singer":[24],"et":[25],"al.":[26],"found":[27],"that":[28,54,193],"developers":[29],"tend":[30],"use":[32],"channels":[33],"Twitter":[36,87,128],"updated":[40],"and":[41,75,101,112,118,133,157,163,197,213],"support":[42,96,105],"learning,":[43,107],"in":[45,65,70],"an":[46,110],"undirected":[47],"or":[48],"serendipitous":[49,97],"way,":[50],"coming":[51],"across":[52],"things":[53],"they":[55],"may":[56],"not":[57],"apply":[58],"presently,":[59],"but":[60],"should":[62],"be":[63],"helpful":[64],"supporting":[66],"their":[67,131],"developer":[68,106],"activities":[69],"future.":[71],"However,":[72],"identifying":[73],"relevant":[74,100],"useful":[76],"articles":[77],"among":[78],"millions":[80],"of":[81,83,99,138,151,159,166,176,185,211],"pieces":[82],"information":[84],"shared":[85,169],"is":[88],"a":[89,113,136,183,189,202],"non-trivial":[90],"task.":[91],"In":[92],"this":[93],"work":[94],"discovery":[98],"informative":[102],"resources":[103],"we":[108],"propose":[109,141],"unsupervised":[111,196],"supervised":[114,198],"approach":[115],"find":[117],"rank":[119],"URLs":[120],"(which":[121],"point":[122],"web":[124],"resources)":[125],"harvested":[126],"from":[127],"based":[129],"informativeness":[132],"relevance":[134],"domain":[137],"interest.":[139],"We":[140],"14":[142],"features":[143],"characterize":[145],"each":[146],"URL":[147,171],"by":[148,154,182],"considering":[149],"contents":[150,156],"webpage":[152],"pointed":[153],"it,":[155,162],"popularity":[158,165],"tweets":[160,180],"mentioning":[161],"users":[167,187],"who":[168],"Twitter.":[173],"The":[174],"results":[175],"our":[177,194],"experiments":[178],"generated":[181],"set":[184],"85,171":[186],"over":[188],"one-month":[190],"period":[191],"highlight":[192],"proposed":[195],"approaches":[199],"can":[200],"achieve":[201],"reasonably":[203],"high":[204],"Normalized":[205],"Discounted":[206],"Cumulative":[207],"Gain":[208],"(NDCG)":[209],"score":[210],"0.719":[212],"0.832":[214],"respectively.":[215]},"counts_by_year":[{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":5}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}