{"id":"https://openalex.org/W2899274674","doi":"https://doi.org/10.1145/3267305.3267515","title":"Applying Multiple Knowledge to Sussex-Huawei Locomotion Challenge","display_name":"Applying Multiple Knowledge to Sussex-Huawei Locomotion Challenge","publication_year":2018,"publication_date":"2018-10-08","ids":{"openalex":"https://openalex.org/W2899274674","doi":"https://doi.org/10.1145/3267305.3267515","mag":"2899274674"},"language":"en","primary_location":{"id":"doi:10.1145/3267305.3267515","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267305.3267515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers","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/A5037458079","display_name":"Martin Gjoreski","orcid":"https://orcid.org/0000-0002-1220-7418"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":true,"raw_author_name":"Martin Gjoreski","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036773239","display_name":"Vito Janko","orcid":"https://orcid.org/0000-0002-9549-9742"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Vito Janko","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033330272","display_name":"Nina Re\u0161\u010di\u010d","orcid":"https://orcid.org/0000-0001-5428-3577"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Nina Re\u0161\u010di\u010d","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036355584","display_name":"Miha Mlakar","orcid":"https://orcid.org/0000-0003-4347-8963"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Miha Mlakar","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056131302","display_name":"Mitja Lu\u0161trek","orcid":"https://orcid.org/0000-0003-3219-2935"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Mitja Lu\u0161trek","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015853570","display_name":"Jani Bizjak","orcid":"https://orcid.org/0000-0002-9537-8027"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Jani Bizjak","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037523915","display_name":"Ga\u0161per Slapni\u010dar","orcid":"https://orcid.org/0000-0001-9540-534X"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Ga\u0161per Slapni\u010dar","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022633224","display_name":"Matej Marinko","orcid":null},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Matej Marinko","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016860229","display_name":"Vid Drobni\u010d","orcid":null},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Vid Drobni\u010d","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043419128","display_name":"Matja\u017e Gams","orcid":"https://orcid.org/0000-0002-5747-0711"},"institutions":[{"id":"https://openalex.org/I3006985408","display_name":"Jo\u017eef Stefan Institute","ror":"https://ror.org/05060sz93","country_code":"SI","type":"facility","lineage":["https://openalex.org/I3006985408"]}],"countries":["SI"],"is_corresponding":false,"raw_author_name":"Matja\u017e Gams","raw_affiliation_strings":["Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia"],"affiliations":[{"raw_affiliation_string":"Department of Intelligent Systems, Jo\u017eef Stefan Institute, Ljubljana, Slovenia","institution_ids":["https://openalex.org/I3006985408"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5037458079"],"corresponding_institution_ids":["https://openalex.org/I3006985408"],"apc_list":null,"apc_paid":null,"fwci":1.7758,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.89346897,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1488","last_page":"1496"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T11980","display_name":"Human Mobility and Location-Based Analysis","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/3313","display_name":"Transportation"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12740","display_name":"Gait Recognition and Analysis","score":0.9900000095367432,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.7784092426300049},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6717759370803833},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6216819882392883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5581515431404114},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.5400806665420532},{"id":"https://openalex.org/keywords/smoothing","display_name":"Smoothing","score":0.5367836356163025},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5269642472267151},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.46108171343803406},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4330022931098938},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.4194122552871704},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.11557596921920776}],"concepts":[{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.7784092426300049},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6717759370803833},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6216819882392883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5581515431404114},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.5400806665420532},{"id":"https://openalex.org/C3770464","wikidata":"https://www.wikidata.org/wiki/Q775963","display_name":"Smoothing","level":2,"score":0.5367836356163025},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5269642472267151},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.46108171343803406},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4330022931098938},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.4194122552871704},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.11557596921920776},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"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/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3267305.3267515","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3267305.3267515","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2018 ACM International Joint Conference and 2018 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2066435049","https://openalex.org/W2108328714","https://openalex.org/W2126511896","https://openalex.org/W2156167000","https://openalex.org/W2187968236","https://openalex.org/W2239495302","https://openalex.org/W2342792048","https://openalex.org/W2563686712","https://openalex.org/W2745037258","https://openalex.org/W2752392113","https://openalex.org/W2883766876","https://openalex.org/W2899151654","https://openalex.org/W2899506323","https://openalex.org/W2949279762","https://openalex.org/W4246541125"],"related_works":["https://openalex.org/W2378211422","https://openalex.org/W2383111961","https://openalex.org/W2365952365","https://openalex.org/W2352448290","https://openalex.org/W2380820513","https://openalex.org/W2913146933","https://openalex.org/W3124943098","https://openalex.org/W4308112567","https://openalex.org/W3162132941","https://openalex.org/W3128189270"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"activity":[3],"recognition":[4,19],"(AR)":[5],"has":[6],"become":[7],"prominent":[8],"in":[9],"ubiquitous":[10],"systems.":[11],"Following":[12],"this":[13],"trend,":[14],"the":[15,42,66,92,98,102,113],"Sussex-Huawei":[16],"Locomotion-Transportation":[17],"(SHL)":[18],"challenge":[20,43],"provides":[21],"a":[22,33,109],"unique":[23],"opportunity":[24],"for":[25],"researchers":[26],"to":[27,45],"test":[28,100],"their":[29],"AR":[30,57],"methods":[31,64],"against":[32],"common,":[34],"real-life":[35],"and":[36,79,89],"large-scale":[37],"benchmark.":[38],"The":[39],"goal":[40],"of":[41,68],"is":[44,108],"recognize":[46],"eight":[47],"everyday":[48],"activities":[49],"including":[50],"transit.":[51],"Our":[52],"team,":[53],"JSI-Deep,":[54],"utilized":[55],"an":[56,87],"approach":[58,103],"based":[59],"on":[60],"combining":[61],"multiple":[62,69],"machine-learning":[63],"following":[65],"principle":[67],"knowledge.":[70],"We":[71],"first":[72],"created":[73],"several":[74],"base":[75],"learners":[76],"using":[77],"classical":[78],"deep":[80],"learning":[81],"approaches,":[82],"then":[83],"integrated":[84],"them":[85],"into":[86],"ensemble,":[88],"finally":[90],"refined":[91],"ensemble's":[93],"predictions":[94],"by":[95],"smoothing.":[96],"On":[97],"internal":[99],"data,":[101],"achieved":[104],"96%":[105],"accuracy,":[106],"which":[107],"significant":[110],"leap":[111],"over":[112],"baseline":[114],"60%.":[115]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}