{"id":"https://openalex.org/W2014601643","doi":"https://doi.org/10.1109/icsmc.2011.6083628","title":"Benchmarking classification techniques using the Opportunity human activity dataset","display_name":"Benchmarking classification techniques using the Opportunity human activity dataset","publication_year":2011,"publication_date":"2011-10-01","ids":{"openalex":"https://openalex.org/W2014601643","doi":"https://doi.org/10.1109/icsmc.2011.6083628","mag":"2014601643"},"language":"en","primary_location":{"id":"doi:10.1109/icsmc.2011.6083628","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2011.6083628","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE International Conference on Systems, Man, and Cybernetics","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://infoscience.epfl.ch/record/167935","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5066495062","display_name":"Hesam Sagha","orcid":"https://orcid.org/0000-0002-8644-9591"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Hesam Sagha","raw_affiliation_strings":["CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061274122","display_name":"Sundara Tejaswi Digumarti","orcid":"https://orcid.org/0000-0002-0004-0868"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Sundara Tejaswi Digumarti","raw_affiliation_strings":["CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5050363894","display_name":"Jos\u00e9 del R. Mill\u00e1n","orcid":"https://orcid.org/0000-0001-5819-1522"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Jose del R. Millan","raw_affiliation_strings":["CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057999426","display_name":"Ricardo Chavarriaga","orcid":"https://orcid.org/0000-0002-8879-2860"},"institutions":[{"id":"https://openalex.org/I5124864","display_name":"\u00c9cole Polytechnique F\u00e9d\u00e9rale de Lausanne","ror":"https://ror.org/02s376052","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I5124864"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ricardo Chavarriaga","raw_affiliation_strings":["CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CNBI, Center of Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]},{"raw_affiliation_string":"CNBI, Center for Neuroprosthetics, Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne (EPFL), Switzerland","institution_ids":["https://openalex.org/I5124864"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058570292","display_name":"Alberto Calatroni","orcid":"https://orcid.org/0000-0002-8789-3213"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Alberto Calatroni","raw_affiliation_strings":["Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","[Wearable Computing Laboratory, ETH Zurich, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Wearable Computing Laboratory, ETH Zurich, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051210293","display_name":"Daniel Roggen","orcid":"https://orcid.org/0000-0001-8033-6417"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Daniel Roggen","raw_affiliation_strings":["Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","[Wearable Computing Laboratory, ETH Zurich, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Wearable Computing Laboratory, ETH Zurich, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017473656","display_name":"Gerhard Tr\u00f6ster","orcid":"https://orcid.org/0000-0002-9278-1638"},"institutions":[{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Gerhard Troster","raw_affiliation_strings":["Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","[Wearable Computing Laboratory, ETH Zurich, Switzerland]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Wearable Computing Laboratory, ETH Z\u00fcrich, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"[Wearable Computing Laboratory, ETH Zurich, Switzerland]","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":108,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"36","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.9998999834060669,"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":0.9998999834060669,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9871000051498413,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9866999983787537,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/benchmarking","display_name":"Benchmarking","score":0.9742879867553711},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7683575749397278},{"id":"https://openalex.org/keywords/thriving","display_name":"Thriving","score":0.6516672968864441},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5668864846229553},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.565505862236023},{"id":"https://openalex.org/keywords/replicate","display_name":"Replicate","score":0.5506163239479065},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5468133091926575},{"id":"https://openalex.org/keywords/activity-recognition","display_name":"Activity recognition","score":0.4920329749584198},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4047333002090454},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.38835227489471436}],"concepts":[{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.9742879867553711},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7683575749397278},{"id":"https://openalex.org/C2776745293","wikidata":"https://www.wikidata.org/wiki/Q7798302","display_name":"Thriving","level":2,"score":0.6516672968864441},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5668864846229553},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.565505862236023},{"id":"https://openalex.org/C2781162219","wikidata":"https://www.wikidata.org/wiki/Q26250693","display_name":"Replicate","level":2,"score":0.5506163239479065},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5468133091926575},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.4920329749584198},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4047333002090454},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.38835227489471436},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/icsmc.2011.6083628","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icsmc.2011.6083628","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2011 IEEE International Conference on Systems, Man, and Cybernetics","raw_type":"proceedings-article"},{"id":"pmh:oai:infoscience.epfl.ch:167935","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/167935","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:infoscience.epfl.ch:167935","is_oa":true,"landing_page_url":"http://infoscience.epfl.ch/record/167935","pdf_url":null,"source":{"id":"https://openalex.org/S4306400487","display_name":"Infoscience (Ecole Polytechnique F\u00e9d\u00e9rale de Lausanne)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1232458005","https://openalex.org/W1489692194","https://openalex.org/W1497385253","https://openalex.org/W1572333859","https://openalex.org/W1846257761","https://openalex.org/W1969905309","https://openalex.org/W1993761347","https://openalex.org/W2041288491","https://openalex.org/W2097575504","https://openalex.org/W2099038561","https://openalex.org/W2122039611","https://openalex.org/W2123170466","https://openalex.org/W2126511896","https://openalex.org/W2137846113","https://openalex.org/W2148857358","https://openalex.org/W2158698691","https://openalex.org/W2159906511","https://openalex.org/W2548335893","https://openalex.org/W6634190017","https://openalex.org/W6638750167","https://openalex.org/W6679380999"],"related_works":["https://openalex.org/W3110653194","https://openalex.org/W2165054589","https://openalex.org/W1964821925","https://openalex.org/W4238897586","https://openalex.org/W3209322685","https://openalex.org/W2316932825","https://openalex.org/W2625819229","https://openalex.org/W435179959","https://openalex.org/W1573691467","https://openalex.org/W2619091065"],"abstract_inverted_index":{"Human":[0],"activity":[1,17,34,69],"recognition":[2,18],"is":[3,27],"a":[4,66],"thriving":[5],"research":[6,38],"field.":[7],"There":[8],"are":[9],"lots":[10],"of":[11,16,29,45,84],"studies":[12],"in":[13,122],"different":[14,20,85],"sub-areas":[15],"proposing":[19],"methods.":[21,124],"However,":[22],"unlike":[23],"other":[24],"applications,":[25],"there":[26],"lack":[28],"established":[30],"benchmarking":[31],"problems":[32],"for":[33,57],"recognition.":[35],"Typically,":[36],"each":[37],"group":[39],"tests":[40],"and":[41,88,112],"reports":[42],"the":[43,108,114],"performance":[44],"their":[46,49,99],"algorithms":[47],"on":[48],"own":[50],"datasets":[51],"using":[52],"experimental":[53],"setups":[54],"specially":[55],"conceived":[56,71],"that":[58,74,93,107],"specific":[59],"purpose.":[60],"In":[61],"this":[62],"work,":[63],"we":[64,105],"introduce":[65],"versatile":[67],"human":[68],"dataset":[70],"to":[72,97,110,119],"fill":[73],"void.":[75],"We":[76],"illustrate":[77],"its":[78],"use":[79],"by":[80],"presenting":[81],"comparative":[82],"results":[83,116],"classification":[86],"techniques,":[87],"discuss":[89],"about":[90],"several":[91],"metrics":[92],"can":[94],"be":[95],"used":[96],"assess":[98],"performance.":[100],"Being":[101],"an":[102],"initial":[103],"benchmarking,":[104],"expect":[106],"possibility":[109],"replicate":[111],"outperform":[113],"presented":[115],"will":[117],"contribute":[118],"further":[120],"advances":[121],"state-of-the-art":[123]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":7},{"year":2018,"cited_by_count":9},{"year":2017,"cited_by_count":12},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":9},{"year":2014,"cited_by_count":10},{"year":2013,"cited_by_count":10},{"year":2012,"cited_by_count":7}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}