{"id":"https://openalex.org/W4410049281","doi":"https://doi.org/10.1145/3722570.3726892","title":"Mitigating Sensor Data Bias from User Operational Variability via Causal Intervention","display_name":"Mitigating Sensor Data Bias from User Operational Variability via Causal Intervention","publication_year":2025,"publication_date":"2025-05-03","ids":{"openalex":"https://openalex.org/W4410049281","doi":"https://doi.org/10.1145/3722570.3726892"},"language":"en","primary_location":{"id":"doi:10.1145/3722570.3726892","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3722570.3726892","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Workshop on Human-Centered Sensing, Modeling, and Intelligent Systems","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3722570.3726892","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012389116","display_name":"Zhizhang Hu","orcid":"https://orcid.org/0000-0002-3823-4406"},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhizhang Hu","raw_affiliation_strings":["University of California Merced, Merced, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Merced, Merced, CA, USA","institution_ids":["https://openalex.org/I156087764"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060626399","display_name":"Shubham Rohal","orcid":"https://orcid.org/0000-0002-3580-7950"},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shubham Rohal","raw_affiliation_strings":["University of California Merced, Merced, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Merced, Merced, CA, USA","institution_ids":["https://openalex.org/I156087764"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050975451","display_name":"Shijia Pan","orcid":"https://orcid.org/0000-0002-3226-2318"},"institutions":[{"id":"https://openalex.org/I156087764","display_name":"University of California, Merced","ror":"https://ror.org/00d9ah105","country_code":"US","type":"education","lineage":["https://openalex.org/I156087764"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shijia Pan","raw_affiliation_strings":["University of California Merced, Merced, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California Merced, Merced, CA, USA","institution_ids":["https://openalex.org/I156087764"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5012389116"],"corresponding_institution_ids":["https://openalex.org/I156087764"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.04644912,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"52","last_page":"57"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9866999983787537,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9866999983787537,"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9842000007629395,"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/T11443","display_name":"Advanced Statistical Process Monitoring","score":0.9627000093460083,"subfield":{"id":"https://openalex.org/subfields/1804","display_name":"Statistics, Probability and Uncertainty"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5988096594810486},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.4591516852378845},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.13738414645195007}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5988096594810486},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4591516852378845},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.13738414645195007},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3722570.3726892","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3722570.3726892","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Workshop on Human-Centered Sensing, Modeling, and Intelligent Systems","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3722570.3726892","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3722570.3726892","pdf_url":null,"source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Workshop on Human-Centered Sensing, Modeling, and Intelligent Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W2118580158","https://openalex.org/W2143117649","https://openalex.org/W2947203937","https://openalex.org/W2979709296","https://openalex.org/W3005073635","https://openalex.org/W3165476717","https://openalex.org/W3166270952","https://openalex.org/W3175704171","https://openalex.org/W4206367101","https://openalex.org/W4317928056","https://openalex.org/W4387060261","https://openalex.org/W4392943189","https://openalex.org/W4404034483","https://openalex.org/W4405270529"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Tactile":[0],"sensing":[1,26,124],"is":[2,145],"essential":[3],"for":[4],"human":[5,35,101],"monitoring":[6],"because":[7],"people":[8],"unconsciously":[9],"touch":[10],"ambient":[11],"surfaces":[12],"all":[13],"the":[14,29,48,51,81,96,110,142],"time.":[15],"Recent":[16],"development":[17],"in":[18,53,133],"multiplexed":[19],"pressure":[20,121],"sensor":[21,42,97,122],"matrices":[22],"enables":[23],"scalable":[24],"tactile":[25],"platforms.":[27],"However,":[28],"multiplexing":[30],"matrix":[31],"design,":[32],"combined":[33],"with":[34,104],"interaction":[36,102],"variability":[37],"(location":[38],"and":[39],"orientation),":[40],"introduces":[41],"data":[43,70],"bias.":[44],"This":[45,56],"significantly":[46],"limits":[47],"scalability":[49],"of":[50,95,112],"solutions":[52],"real-world":[54],"deployments.":[55],"work":[57],"addresses":[58],"this":[59,69],"limitation":[60],"through":[61,115],"a":[62,85,92,116,120],"causal":[63],"inference":[64,103],"framework":[65],"to":[66,137,148],"systematically":[67],"mitigate":[68],"bias":[71],"without":[72],"requiring":[73],"extensive":[74],"calibration":[75],"or":[76],"specialized":[77],"hardware.":[78],"By":[79],"formulating":[80],"placement":[82],"location":[83],"as":[84],"confounding":[86],"factor,":[87],"our":[88,113],"backdoor-adjustment-based":[89],"solution":[90,128],"learns":[91],"de-biased":[93],"representation":[94],"data,":[98],"enabling":[99],"accurate":[100],"diverse":[105],"user":[106],"behaviors.":[107],"We":[108],"demonstrate":[109],"efficacy":[111],"approach":[114],"case":[117],"study":[118],"on":[119],"matrix-based":[123],"system.":[125],"The":[126],"proposed":[127],"achieves":[129],"over":[130],"20%":[131],"improvement":[132],"F1":[134],"score":[135],"compared":[136],"baseline":[138],"methods,":[139],"while":[140],"at":[141],"same":[143],"time":[144],"tiny-weight":[146],"enough":[147],"enable":[149],"fully":[150],"on-edge":[151],"continuous":[152],"model":[153],"adaptation.":[154]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}