{"id":"https://openalex.org/W3045638116","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148572","title":"Compression Distortion-Rate Analysis of Biomedical Signals in Machine Learning Tasks in Biomedical Wireless Sensor Network Applications","display_name":"Compression Distortion-Rate Analysis of Biomedical Signals in Machine Learning Tasks in Biomedical Wireless Sensor Network Applications","publication_year":2020,"publication_date":"2020-06-01","ids":{"openalex":"https://openalex.org/W3045638116","doi":"https://doi.org/10.1109/iwcmc48107.2020.9148572","mag":"3045638116"},"language":"en","primary_location":{"id":"doi:10.1109/iwcmc48107.2020.9148572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","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/A5002991484","display_name":"Jos\u00e9 Santos","orcid":"https://orcid.org/0000-0001-8690-3523"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Jose Santos","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A","institution_ids":["https://openalex.org/I114395901"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041294451","display_name":"Michael Hempel","orcid":"https://orcid.org/0000-0002-7091-8349"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Michael Hempel","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A","institution_ids":["https://openalex.org/I114395901"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032208035","display_name":"Hamid Sharif","orcid":"https://orcid.org/0000-0001-6229-2043"},"institutions":[{"id":"https://openalex.org/I114395901","display_name":"University of Nebraska\u2013Lincoln","ror":"https://ror.org/043mer456","country_code":"US","type":"education","lineage":["https://openalex.org/I114395901"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Hamid Sharif","raw_affiliation_strings":["Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering (ECE), University of Nebraska-Lincoln, Lincoln, NE, U.S.A","institution_ids":["https://openalex.org/I114395901"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5002991484"],"corresponding_institution_ids":["https://openalex.org/I114395901"],"apc_list":null,"apc_paid":null,"fwci":0.1494,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52093686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"116","issue":null,"first_page":"746","last_page":"751"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11021","display_name":"ECG Monitoring and Analysis","score":0.9994000196456909,"subfield":{"id":"https://openalex.org/subfields/2705","display_name":"Cardiology and Cardiovascular Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.998199999332428,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10323","display_name":"Analog and Mixed-Signal Circuit Design","score":0.9962999820709229,"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/lossy-compression","display_name":"Lossy compression","score":0.7653822898864746},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7641770839691162},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.6128186583518982},{"id":"https://openalex.org/keywords/distortion","display_name":"Distortion (music)","score":0.6115668416023254},{"id":"https://openalex.org/keywords/fidelity","display_name":"Fidelity","score":0.502687931060791},{"id":"https://openalex.org/keywords/wireless","display_name":"Wireless","score":0.4867108166217804},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4747864603996277},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.4686037302017212},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.41224405169487},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.38278812170028687},{"id":"https://openalex.org/keywords/bandwidth","display_name":"Bandwidth (computing)","score":0.17641565203666687},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.15653425455093384},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.14247676730155945}],"concepts":[{"id":"https://openalex.org/C165021410","wikidata":"https://www.wikidata.org/wiki/Q55564","display_name":"Lossy compression","level":2,"score":0.7653822898864746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7641770839691162},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.6128186583518982},{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.6115668416023254},{"id":"https://openalex.org/C2776459999","wikidata":"https://www.wikidata.org/wiki/Q2119376","display_name":"Fidelity","level":2,"score":0.502687931060791},{"id":"https://openalex.org/C555944384","wikidata":"https://www.wikidata.org/wiki/Q249","display_name":"Wireless","level":2,"score":0.4867108166217804},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4747864603996277},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.4686037302017212},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.41224405169487},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.38278812170028687},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","level":2,"score":0.17641565203666687},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.15653425455093384},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.14247676730155945},{"id":"https://openalex.org/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iwcmc48107.2020.9148572","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iwcmc48107.2020.9148572","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International Wireless Communications and Mobile Computing (IWCMC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9100000262260437,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1495837896","https://openalex.org/W1862394037","https://openalex.org/W1994233698","https://openalex.org/W1996213334","https://openalex.org/W2011023641","https://openalex.org/W2053744708","https://openalex.org/W2097544192","https://openalex.org/W2133665775","https://openalex.org/W2153392848","https://openalex.org/W2154483232","https://openalex.org/W2341760625","https://openalex.org/W2378320912","https://openalex.org/W2549342384","https://openalex.org/W2580167397","https://openalex.org/W2790444357","https://openalex.org/W2885548716","https://openalex.org/W2903167507","https://openalex.org/W2915535333","https://openalex.org/W2915893085","https://openalex.org/W7025086301"],"related_works":["https://openalex.org/W2547124190","https://openalex.org/W2385628723","https://openalex.org/W2888954728","https://openalex.org/W2552401318","https://openalex.org/W108076602","https://openalex.org/W3180760233","https://openalex.org/W4384342390","https://openalex.org/W3035703949","https://openalex.org/W4247601675","https://openalex.org/W1033938421"],"abstract_inverted_index":{"Signal":[0],"compression":[1,26,113,163],"is":[2,249],"commonly":[3],"employed":[4],"in":[5,47,70,114,140,169,245],"Wireless":[6],"Biomedical":[7],"Sensor":[8,50],"Networks":[9,51],"(WBSNs)":[10],"as":[11,45,172,174],"an":[12,157],"effective":[13],"energy-saving":[14,243],"strategy":[15],"to":[16,36,53,83,116,136],"avoid":[17],"the":[18,30,88,98,105,108,117,123,145,161,166,187,193,210,250],"energy":[19,55],"costs":[20],"associated":[21],"with":[22,241],"wireless":[23],"transmission.":[24],"High":[25],"ratios":[27],"(CRs)":[28],"reduce":[29],"amount":[31],"of":[32,72,90,107,127,147,196,219],"information":[33],"that":[34,100,209],"needs":[35],"be":[37,214,232],"transmitted":[38],"and":[39,87,159,223],"therefore":[40],"allow":[41],"radio":[42],"front-ends,":[43],"such":[44,119,156],"those":[46],"Body":[48],"Area":[49],"(BASNs)":[52],"conserve":[54],"by":[56],"operating":[57],"at":[58,235],"much":[59],"lower":[60],"duty":[61],"cycles.":[62],"Lossy":[63],"compressors":[64],"can":[65,213,231],"readily":[66],"achieve":[67],"high":[68,237],"CRs":[69],"exchange":[71],"negligible":[73],"reconstruction":[74,167],"errors.":[75],"With":[76],"increasing":[77],"reliance":[78],"on":[79,104,122,165,192],"machine-learning":[80],"(ML)":[81],"algorithms":[82,200],"augment":[84],"medical":[85,91],"expertise":[86],"performance":[89],"devices,":[92],"one":[93],"must":[94],"take":[95],"into":[96,216],"account":[97],"impact":[99,118,162,188],"signal":[101,109],"distortion":[102,120,190],"has":[103,121,164,191],"`classifiability'":[106],"resulting":[110],"from":[111],"lossy":[112],"addition":[115],"diagnostic":[124],"features":[125],"deemed":[126],"clinical":[128],"significance.":[129],"Stated":[130],"simply,":[131],"it's":[132],"no":[133],"longer":[134],"sufficient":[135],"consider":[137],"distortion-rate":[138],"analysis":[139,149,158],"isolation,":[141],"but":[142],"instead":[143],"apply":[144],"notion":[146],"`accuracy-distortion-rate'":[148],"jointly.":[150],"In":[151],"this":[152,189],"paper,":[153],"we":[154],"perform":[155],"investigate":[160],"error":[168],"sample":[170],"space":[171,176],"well":[173],"feature":[175],"using":[177,201],"a":[178],"publicly":[179],"available":[180],"electroencephalogram":[181],"(EEG)":[182],"dataset.":[183],"We":[184],"also":[185],"evaluate":[186],"classification":[194],"accuracy":[195],"various":[197],"classical":[198],"ML":[199,204],"Python's":[202],"scikit-learn":[203],"framework.":[205],"Simulation":[206],"results":[207,227],"demonstrate":[208],"`distortion-rate":[211],"latitude'":[212],"partitioned":[215],"possibly-overlapping":[217],"regions":[218],"high-fidelity,":[220],"feature-preserving,":[221],"perceptual-fidelity,":[222],"classifiable":[224],"regions.":[225],"These":[226],"furthermore":[228],"reveal":[229],"classifiability":[230,248],"maintained":[233],"even":[234],"extremely":[236],"CRs,":[238],"presenting":[239],"us":[240],"further":[242],"opportunities":[244],"applications":[246],"where":[247],"primary":[251],"objective.":[252]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}