{"id":"https://openalex.org/W2913428385","doi":null,"title":"Evaluation of multiple imputation methods for dealing with missing longitudinal data","display_name":"Evaluation of multiple imputation methods for dealing with missing longitudinal data","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2913428385","mag":"2913428385"},"language":"en","primary_location":{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/220625","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/220625","pdf_url":"http://hdl.handle.net/11343/220625","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PhD thesis"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11343/220625","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101818634","display_name":"De Silva","orcid":"https://orcid.org/0000-0001-7535-141X","observed_orcids":["https://orcid.org/0000-0001-7535-141X"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"De Silva","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5088222220","display_name":"Anurika Priyanjali De Silva","orcid":"https://orcid.org/0000-0003-0541-3202","observed_orcids":["https://orcid.org/0000-0003-0541-3202"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anurika Priyanjali","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":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14374","display_name":"Statistical Methods in Epidemiology","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.0,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/multiple-imputation","display_name":"multiple imputation","score":0.9819999933242798},{"id":"https://openalex.org/keywords/time-varying-exposure","display_name":"time-varying exposure","score":0.6869999766349792},{"id":"https://openalex.org/keywords/predictive-mean-matching","display_name":"predictive mean matching","score":0.8320000171661377},{"id":"https://openalex.org/keywords/fully-conditional-specification","display_name":"fully conditional specification","score":0.7879999876022339},{"id":"https://openalex.org/keywords/sampling-weights","display_name":"sampling weights","score":0.8640000224113464},{"id":"https://openalex.org/keywords/convergence-problems","display_name":"convergence problems","score":0.6299999952316284},{"id":"https://openalex.org/keywords/longitudinal-study-of-australian-children","display_name":"Longitudinal Study of Australian Children","score":0.8619999885559082},{"id":"https://openalex.org/keywords/missing-at-random","display_name":"missing at random","score":0.7360000014305115},{"id":"https://openalex.org/keywords/missing-completely-at-random","display_name":"missing completely at random","score":0.9139999747276306},{"id":"https://openalex.org/keywords/imputation-bias","display_name":"imputation bias","score":0.34200000762939453}],"concepts":[{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.9222887754440308},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.7171993255615234},{"id":"https://openalex.org/C58041806","wikidata":"https://www.wikidata.org/wiki/Q1660484","display_name":"Imputation (statistics)","level":3,"score":0.6784076690673828},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5154176950454712},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.49866724014282227},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.47759151458740234},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.43324604630470276},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.32508665323257446},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.29044264554977417}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/220625","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/220625","pdf_url":"http://hdl.handle.net/11343/220625","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PhD thesis"},{"id":"mag:2913428385","doi":null,"is_oa":false,"landing_page_url":"https://minerva-access.unimelb.edu.au/bitstream/handle/11343/220625/AnurikaPriyanjaliDeSilva_717185.pdf","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/220625","doi":null,"is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/220625","pdf_url":"http://hdl.handle.net/11343/220625","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PhD thesis"},"sustainable_development_goals":[{"score":0.428600013256073,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G4691669298","display_name":"Integration of biostatistics and mathematical modelling to improve the control of infectious diseases","funder_award_id":"1104975","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G7086975241","display_name":"The Victorian Centre for Applied Biostatistics (VCAB): Building core methodological capacity for population health","funder_award_id":"1035261","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"},{"id":"https://openalex.org/G7981004249","display_name":"A program of methodological and collaborative research in biostatistics and population health","funder_award_id":"1053609","funder_id":"https://openalex.org/F4320334705","funder_display_name":"National Health and Medical Research Council"}],"funders":[{"id":"https://openalex.org/F4320320374","display_name":"Department of Social Services, Australian Government","ror":"https://ror.org/04vctsm14"},{"id":"https://openalex.org/F4320320974","display_name":"University of Melbourne","ror":"https://ror.org/01ej9dk98"},{"id":"https://openalex.org/F4320330027","display_name":"Victorian Centre for Biostatistics","ror":"https://ror.org/003jwy390"},{"id":"https://openalex.org/F4320331855","display_name":"Statistical Society of Australia","ror":"https://ror.org/0468vd838"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320334705","display_name":"National Health and Medical Research Council","ror":"https://ror.org/011kf5r70"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2913428385.pdf","grobid_xml":"https://content.openalex.org/works/W2913428385.grobid-xml"},"referenced_works_count":2,"referenced_works":["https://openalex.org/W2139017261","https://openalex.org/W2238421080"],"related_works":["https://openalex.org/W2736907254","https://openalex.org/W2904561288","https://openalex.org/W4304607858","https://openalex.org/W3000300768","https://openalex.org/W3121858320","https://openalex.org/W4406736407","https://openalex.org/W2116403757","https://openalex.org/W2606083500","https://openalex.org/W4416320072","https://openalex.org/W2255147964"],"abstract_inverted_index":{"\u00a9":[0],"2018":[1],"Dr.":[2],"Anurika":[3],"Priyanjali":[4],"De":[5],"Silva":[6]},"counts_by_year":[],"updated_date":"2026-11-01T11:40:01.658920","created_date":"2019-02-21T00:00:00"}
