{"id":"https://openalex.org/W2334177868","doi":"https://doi.org/10.1186/s40294-016-0018-7","title":"Lifelong aspect extraction from big data: knowledge engineering","display_name":"Lifelong aspect extraction from big data: knowledge engineering","publication_year":2016,"publication_date":"2016-03-31","ids":{"openalex":"https://openalex.org/W2334177868","doi":"https://doi.org/10.1186/s40294-016-0018-7","mag":"2334177868"},"language":"en","primary_location":{"id":"doi:10.1186/s40294-016-0018-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40294-016-0018-7","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/s40294-016-0018-7","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex Adaptive Systems Modeling","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/s40294-016-0018-7","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004121789","display_name":"Mahrukh Khan","orcid":"https://orcid.org/0000-0002-9149-3343"},"institutions":[{"id":"https://openalex.org/I59225215","display_name":"Bahria University","ror":"https://ror.org/02v8d7770","country_code":"PK","type":"education","lineage":["https://openalex.org/I59225215"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"M. Taimoor Khan","raw_affiliation_strings":["Bahria University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Bahria University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I59225215"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000517443","display_name":"Mehr Yahya Durrani","orcid":null},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Mehr Durrani","raw_affiliation_strings":["COMSATS IIT, Attock, Pakistan"],"affiliations":[{"raw_affiliation_string":"COMSATS IIT, Attock, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015169296","display_name":"Shehzad Khalid","orcid":"https://orcid.org/0000-0003-0899-7354"},"institutions":[{"id":"https://openalex.org/I59225215","display_name":"Bahria University","ror":"https://ror.org/02v8d7770","country_code":"PK","type":"education","lineage":["https://openalex.org/I59225215"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Shehzad Khalid","raw_affiliation_strings":["Bahria University, Islamabad, Pakistan"],"affiliations":[{"raw_affiliation_string":"Bahria University, Islamabad, Pakistan","institution_ids":["https://openalex.org/I59225215"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069824721","display_name":"Furqan Aziz","orcid":"https://orcid.org/0000-0002-0906-1323"},"institutions":[{"id":"https://openalex.org/I4210127363","display_name":"Institute of Management Sciences Peshawar","ror":"https://ror.org/02m8e1r74","country_code":"PK","type":"education","lineage":["https://openalex.org/I4210127363"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Furqan Aziz","raw_affiliation_strings":["IMSciences, Peshawar, Pakistan"],"affiliations":[{"raw_affiliation_string":"IMSciences, Peshawar, Pakistan","institution_ids":["https://openalex.org/I4210127363"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5004121789"],"corresponding_institution_ids":["https://openalex.org/I59225215"],"apc_list":null,"apc_paid":null,"fwci":5.1417,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.95637791,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"4","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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/T10028","display_name":"Topic Modeling","score":0.998199999332428,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9980000257492065,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.7274251580238342},{"id":"https://openalex.org/keywords/lifelong-learning","display_name":"Lifelong learning","score":0.6599187850952148},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6311333179473877},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.606214165687561},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.5540421009063721},{"id":"https://openalex.org/keywords/domain-knowledge","display_name":"Domain knowledge","score":0.5146837830543518},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5127154588699341},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.5031048655509949},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.49858570098876953},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.455756813287735},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.45386505126953125},{"id":"https://openalex.org/keywords/inductive-transfer","display_name":"Inductive transfer","score":0.45354926586151123},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3998979330062866},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.16044887900352478},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.15215042233467102},{"id":"https://openalex.org/keywords/robot-learning","display_name":"Robot learning","score":0.1104033887386322}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7274251580238342},{"id":"https://openalex.org/C108771440","wikidata":"https://www.wikidata.org/wiki/Q368475","display_name":"Lifelong learning","level":2,"score":0.6599187850952148},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6311333179473877},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.606214165687561},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.5540421009063721},{"id":"https://openalex.org/C207685749","wikidata":"https://www.wikidata.org/wiki/Q2088941","display_name":"Domain knowledge","level":2,"score":0.5146837830543518},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5127154588699341},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.5031048655509949},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.49858570098876953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.455756813287735},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.45386505126953125},{"id":"https://openalex.org/C77075516","wikidata":"https://www.wikidata.org/wiki/Q6027324","display_name":"Inductive transfer","level":5,"score":0.45354926586151123},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3998979330062866},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.16044887900352478},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.15215042233467102},{"id":"https://openalex.org/C188888258","wikidata":"https://www.wikidata.org/wiki/Q7353390","display_name":"Robot learning","level":4,"score":0.1104033887386322},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C19966478","wikidata":"https://www.wikidata.org/wiki/Q4810574","display_name":"Mobile robot","level":3,"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/C90509273","wikidata":"https://www.wikidata.org/wiki/Q11012","display_name":"Robot","level":2,"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1186/s40294-016-0018-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40294-016-0018-7","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/s40294-016-0018-7","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex Adaptive Systems Modeling","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1186/s40294-016-0018-7","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40294-016-0018-7","pdf_url":"https://casmodeling.springeropen.com/counter/pdf/10.1186/s40294-016-0018-7","source":{"id":"https://openalex.org/S3034459479","display_name":"Complex Adaptive Systems Modeling","issn_l":"2194-3206","issn":["2194-3206"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complex Adaptive Systems Modeling","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320329598","display_name":"Bahria University","ror":"https://ror.org/02v8d7770"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2334177868.pdf","grobid_xml":"https://content.openalex.org/works/W2334177868.grobid-xml"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W41627467","https://openalex.org/W45607277","https://openalex.org/W82846149","https://openalex.org/W95749022","https://openalex.org/W109559749","https://openalex.org/W110592617","https://openalex.org/W113522833","https://openalex.org/W126307471","https://openalex.org/W146656220","https://openalex.org/W281665770","https://openalex.org/W300153135","https://openalex.org/W951233536","https://openalex.org/W972593218","https://openalex.org/W1486317198","https://openalex.org/W1502957213","https://openalex.org/W1542664738","https://openalex.org/W1543461373","https://openalex.org/W1544805753","https://openalex.org/W1606022329","https://openalex.org/W1608334810","https://openalex.org/W1690919088","https://openalex.org/W1704544815","https://openalex.org/W1782271619","https://openalex.org/W1880262756","https://openalex.org/W1963247313","https://openalex.org/W1967821728","https://openalex.org/W1986165915","https://openalex.org/W1991830731","https://openalex.org/W1995219110","https://openalex.org/W1995866178","https://openalex.org/W1997362234","https://openalex.org/W2000106226","https://openalex.org/W2003130086","https://openalex.org/W2018916405","https://openalex.org/W2019759670","https://openalex.org/W2025605741","https://openalex.org/W2032031606","https://openalex.org/W2039613841","https://openalex.org/W2040233874","https://openalex.org/W2048071570","https://openalex.org/W2048102542","https://openalex.org/W2048330531","https://openalex.org/W2049204733","https://openalex.org/W2052697102","https://openalex.org/W2055103902","https://openalex.org/W2060945930","https://openalex.org/W2061981953","https://openalex.org/W2070813883","https://openalex.org/W2081375810","https://openalex.org/W2096110600","https://openalex.org/W2107743791","https://openalex.org/W2112971401","https://openalex.org/W2116206254","https://openalex.org/W2120506929","https://openalex.org/W2124637492","https://openalex.org/W2129006692","https://openalex.org/W2129294185","https://openalex.org/W2129604374","https://openalex.org/W2130339025","https://openalex.org/W2137919530","https://openalex.org/W2148606196","https://openalex.org/W2149167588","https://openalex.org/W2153853264","https://openalex.org/W2154970197","https://openalex.org/W2159457224","https://openalex.org/W2160660844","https://openalex.org/W2163459391","https://openalex.org/W2165897980","https://openalex.org/W2172083107","https://openalex.org/W2187909776","https://openalex.org/W2228163526","https://openalex.org/W2252012216","https://openalex.org/W2253519362","https://openalex.org/W2268505537","https://openalex.org/W2274913580","https://openalex.org/W2492405611","https://openalex.org/W2503375463","https://openalex.org/W3100922322","https://openalex.org/W4233135949","https://openalex.org/W4244872530","https://openalex.org/W4245132200","https://openalex.org/W4248506559","https://openalex.org/W4255833381","https://openalex.org/W6604614316"],"related_works":["https://openalex.org/W3016888008","https://openalex.org/W2745420784","https://openalex.org/W2385621242","https://openalex.org/W4387770285","https://openalex.org/W4213035857","https://openalex.org/W4292367956","https://openalex.org/W4312257007","https://openalex.org/W2367629516","https://openalex.org/W2086580554","https://openalex.org/W206237318"],"abstract_inverted_index":{"Abstract":[0],"Traditional":[1],"machine":[2],"learning":[3,9,55,98,105],"techniques":[4,21],"follow":[5],"a":[6,23,63],"single":[7,24],"shot":[8],"approach.":[10],"It":[11],"includes":[12],"all":[13],"supervised,":[14],"semi-supervised,":[15],"transfer":[16,111],"learning,":[17],"hybrid":[18],"and":[19,96,102,110,130,152],"unsupervised":[20],"having":[22,50,62,123],"target":[25],"domain":[26],"known":[27],"prior":[28],"to":[29,38,47,92,143,149],"analysis.":[30],"Learning":[31],"from":[32,77,137,157],"one":[33],"task":[34],"is":[35,67,141],"not":[36],"carried":[37],"the":[39,90,159],"next":[40],"task,":[41],"therefore,":[42],"they":[43],"cannot":[44],"scale":[45],"up":[46],"big":[48,60],"data":[49,61],"many":[51],"unknown":[52],"domains.":[53],"Lifelong":[54],"models":[56,88,95,117],"are":[57,112],"tailored":[58],"for":[59,134],"knowledge":[64,76,122,148],"module":[65],"that":[66],"maintained":[68],"automatically.":[69],"The":[70,100,114,132],"knowledge-base":[71],"grows":[72],"with":[73],"experience":[74],"where":[75],"previous":[78],"tasks":[79],"helps":[80],"in":[81,104],"current":[82],"task.":[83],"This":[84],"paper":[85],"surveys":[86],"topic":[87,94],"leading":[89],"discussion":[91],"knowledge-based":[93],"lifelong":[97],"models.":[99],"issues":[101],"challenges":[103],"knowledge,":[106],"its":[107],"abstraction,":[108],"retention":[109],"elaborated.":[113],"state-of-the":[115],"art":[116],"store":[118],"word":[119],"pairs":[120],"as":[121],"positive":[124],"or":[125],"negative":[126],"co-relations":[127],"called":[128],"must-links":[129],"cannot-links.":[131],"need":[133],"innovative":[135],"ideas":[136],"other":[138],"research":[139],"fields":[140],"stressed":[142],"learn":[144],"more":[145,154],"varieties":[146],"of":[147],"improve":[150],"accuracy":[151],"reveal":[153],"semantic":[155],"structures":[156],"within":[158],"data.":[160]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
