{"id":"https://openalex.org/W2043246879","doi":"https://doi.org/10.1109/percomw.2012.6197585","title":"Experiences on sensor fusion with commonsense reasoning","display_name":"Experiences on sensor fusion with commonsense reasoning","publication_year":2012,"publication_date":"2012-03-01","ids":{"openalex":"https://openalex.org/W2043246879","doi":"https://doi.org/10.1109/percomw.2012.6197585","mag":"2043246879"},"language":"en","primary_location":{"id":"doi:10.1109/percomw.2012.6197585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2012.6197585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Pervasive Computing and Communications Workshops","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/11380/738410","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044360074","display_name":"Nicola Bicocchi","orcid":"https://orcid.org/0000-0003-4182-1887"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Nicola Bicocchi","raw_affiliation_strings":["Dipartimento di Ingegneria dellInformazione, Universit\u00e1 di Modena e Reggio Emilia, Modena, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Ingegneria dellInformazione, Universit\u00e1 di Modena e Reggio Emilia, Modena, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112603901","display_name":"Gabriella Castelli","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Gabriella Castelli","raw_affiliation_strings":["Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000859493","display_name":"Matteo Lasagni","orcid":null},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]},{"id":"https://openalex.org/I9341345","display_name":"University of L\u00fcbeck","ror":"https://ror.org/00t3r8h32","country_code":"DE","type":"education","lineage":["https://openalex.org/I9341345"]}],"countries":["DE","IT"],"is_corresponding":false,"raw_author_name":"Matteo Lasagni","raw_affiliation_strings":["Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy","Institute of Computer Engineering, University of L\u00fcbeck, Lubeck, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]},{"raw_affiliation_string":"Institute of Computer Engineering, University of L\u00fcbeck, Lubeck, Germany","institution_ids":["https://openalex.org/I9341345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001933830","display_name":"Marco Mamei","orcid":"https://orcid.org/0000-0003-3918-2107"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Mamei","raw_affiliation_strings":["Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064709762","display_name":"Franco Zambonelli","orcid":"https://orcid.org/0000-0002-6837-8806"},"institutions":[{"id":"https://openalex.org/I122346577","display_name":"University of Modena and Reggio Emilia","ror":"https://ror.org/02d4c4y02","country_code":"IT","type":"education","lineage":["https://openalex.org/I122346577"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Franco Zambonelli","raw_affiliation_strings":["Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Scienze e Metodi dellIngegneria, Universit\u00e1 di Modena e Reggio Emilia, Reggio Emilia, Italy","institution_ids":["https://openalex.org/I122346577"]}]}],"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":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"596","last_page":"601"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.995199978351593,"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":0.995199978351593,"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/T10326","display_name":"Indoor and Outdoor Localization Technologies","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10080","display_name":"Energy Efficient Wireless Sensor Networks","score":0.9805999994277954,"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/commonsense-reasoning","display_name":"Commonsense reasoning","score":0.7788149118423462},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7591737508773804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6427080035209656},{"id":"https://openalex.org/keywords/commonsense-knowledge","display_name":"Commonsense knowledge","score":0.5866712927818298},{"id":"https://openalex.org/keywords/sensor-fusion","display_name":"Sensor fusion","score":0.5706821084022522},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.5174611210823059},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5044409036636353},{"id":"https://openalex.org/keywords/modal","display_name":"Modal","score":0.49010929465293884},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47960174083709717},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36434829235076904},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3260383605957031},{"id":"https://openalex.org/keywords/knowledge-representation-and-reasoning","display_name":"Knowledge representation and reasoning","score":0.20232263207435608},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.11005362868309021}],"concepts":[{"id":"https://openalex.org/C193221554","wikidata":"https://www.wikidata.org/wiki/Q5153664","display_name":"Commonsense reasoning","level":2,"score":0.7788149118423462},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7591737508773804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6427080035209656},{"id":"https://openalex.org/C30542707","wikidata":"https://www.wikidata.org/wiki/Q1603203","display_name":"Commonsense knowledge","level":3,"score":0.5866712927818298},{"id":"https://openalex.org/C33954974","wikidata":"https://www.wikidata.org/wiki/Q486494","display_name":"Sensor fusion","level":2,"score":0.5706821084022522},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.5174611210823059},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5044409036636353},{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.49010929465293884},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47960174083709717},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36434829235076904},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3260383605957031},{"id":"https://openalex.org/C161301231","wikidata":"https://www.wikidata.org/wiki/Q3478658","display_name":"Knowledge representation and reasoning","level":2,"score":0.20232263207435608},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.11005362868309021},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"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/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/percomw.2012.6197585","is_oa":false,"landing_page_url":"https://doi.org/10.1109/percomw.2012.6197585","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2012 IEEE International Conference on Pervasive Computing and Communications Workshops","raw_type":"proceedings-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.227.4461","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.227.4461","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://mars.ing.unimo.it/Zambonelli/PDF/COMOREA12.pdf","raw_type":"text"},{"id":"pmh:oai:iris.unimore.it:11380/738410","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/738410","pdf_url":null,"source":{"id":"https://openalex.org/S4306400718","display_name":"IRIS UNIMORE (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:iris.unimore.it:11380/738410","is_oa":true,"landing_page_url":"http://hdl.handle.net/11380/738410","pdf_url":null,"source":{"id":"https://openalex.org/S4306400718","display_name":"IRIS UNIMORE (University of Modena and Reggio Emilia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I122346577","host_organization_name":"University of Modena and Reggio Emilia","host_organization_lineage":["https://openalex.org/I122346577"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1556418098","https://openalex.org/W1865897755","https://openalex.org/W1978703039","https://openalex.org/W2003637680","https://openalex.org/W2005636467","https://openalex.org/W2016089260","https://openalex.org/W2067301942","https://openalex.org/W2098926188","https://openalex.org/W2116817369","https://openalex.org/W2124703187","https://openalex.org/W2145607950","https://openalex.org/W2150849476","https://openalex.org/W2170413589","https://openalex.org/W6633223990"],"related_works":["https://openalex.org/W3035583586","https://openalex.org/W4320165839","https://openalex.org/W2151799802","https://openalex.org/W4385488510","https://openalex.org/W2196562041","https://openalex.org/W2073302931","https://openalex.org/W3206107299","https://openalex.org/W3082691151","https://openalex.org/W4287633646","https://openalex.org/W4378501473"],"abstract_inverted_index":{"Multi-modal":[0],"sensor":[1],"fusion":[2,30],"recently":[3],"became":[4],"a":[5,49,82,94,114],"widespread":[6],"technique":[7,22],"to":[8,19,33,67,124],"provide":[9],"pervasive":[10],"services":[11],"with":[12,35,48,106],"context-recognition":[13],"capabilities.":[14],"However,":[15],"classifiers":[16,55,66,89,121],"commonly":[17],"used":[18],"implement":[20],"this":[21,41],"are":[23,38,90,111,122],"still":[24],"far":[25],"from":[26],"being":[27],"perfect.":[28],"Thus,":[29],"algorithms":[31],"able":[32],"deal":[34],"significant":[36],"inaccuracies":[37],"required.":[39],"In":[40],"paper":[42],"we":[43],"present":[44],"preliminary":[45],"results":[46,110],"obtained":[47],"novel":[50],"approach":[51,60],"that":[52],"combines":[53],"diverse":[54],"through":[56,113],"commonsense":[57,95],"reasoning.":[58],"The":[59],"maps":[61],"classification":[62,101],"labels":[63],"produced":[64],"by":[65,80],"concepts":[68],"organized":[69],"within":[70],"the":[71],"ConceptNet":[72],"network.":[73],"Then":[74],"it":[75],"verifies":[76],"their":[77],"semantic":[78],"proximity":[79],"implementing":[81],"greedy":[83],"sub-graph":[84],"search":[85],"algorithm.":[86],"Specifically,":[87],"different":[88],"fused":[91,123],"together":[92],"on":[93],"basis":[96],"for":[97],"both:":[98],"(i)":[99],"improving":[100],"accuracy":[102],"and":[103,129],"(ii)":[104],"dealing":[105],"missing":[107],"labels.":[108],"Experimental":[109],"discussed":[112],"real-world":[115],"case":[116],"study":[117],"in":[118],"which":[119],"three":[120],"recognize":[125],"both":[126],"user":[127],"activities":[128],"locations.":[130]},"counts_by_year":[{"year":2015,"cited_by_count":1},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}