{"id":"https://openalex.org/W4386568459","doi":"https://doi.org/10.1186/s40708-023-00204-9","title":"Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions","display_name":"Common spatial pattern for classification of loving kindness meditation EEG for single and multiple sessions","publication_year":2023,"publication_date":"2023-09-09","ids":{"openalex":"https://openalex.org/W4386568459","doi":"https://doi.org/10.1186/s40708-023-00204-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/37688757"},"language":"en","primary_location":{"id":"doi:10.1186/s40708-023-00204-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00204-9","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00204-9","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00204-9","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009543941","display_name":"Nalinda D. Liyanagedera","orcid":"https://orcid.org/0000-0002-5764-1939"},"institutions":[{"id":"https://openalex.org/I175606534","display_name":"Wayamba University of Sri Lanka","ror":"https://ror.org/043yykt67","country_code":"LK","type":"education","lineage":["https://openalex.org/I175606534"]},{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["LK","NZ"],"is_corresponding":true,"raw_author_name":"Nalinda D. Liyanagedera","raw_affiliation_strings":["Department of Computing & Information Systems, Faculty of Applied Sciences, Wayamba University of Sri Lanka, Kuliyapitiya, 60200, Sri Lanka. N.Liyanagedera@massey.ac.nz","School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand. N.Liyanagedera@massey.ac.nz","School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand","Department of Computing & Information Systems, Faculty of Applied Sciences, Wayamba University of Sri Lanka, Kuliyapitiya, Sri Lanka"],"affiliations":[{"raw_affiliation_string":"Department of Computing & Information Systems, Faculty of Applied Sciences, Wayamba University of Sri Lanka, Kuliyapitiya, 60200, Sri Lanka. N.Liyanagedera@massey.ac.nz","institution_ids":["https://openalex.org/I175606534"]},{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand. N.Liyanagedera@massey.ac.nz","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"Department of Computing & Information Systems, Faculty of Applied Sciences, Wayamba University of Sri Lanka, Kuliyapitiya, Sri Lanka","institution_ids":["https://openalex.org/I175606534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052130431","display_name":"Ali Abdul Hussain","orcid":"https://orcid.org/0000-0002-9814-9107"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Ali Abdul Hussain","raw_affiliation_strings":["School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075210141","display_name":"Amardeep Singh","orcid":"https://orcid.org/0000-0003-1916-3347"},"institutions":[{"id":"https://openalex.org/I1003870","display_name":"Universal College of Learning","ror":"https://ror.org/04k3aaz82","country_code":"NZ","type":"education","lineage":["https://openalex.org/I1003870","https://openalex.org/I4387152882"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Amardeep Singh","raw_affiliation_strings":["Universal College of Learning (UCOL), Palmerston North, 4410, New Zealand","Universal College of Learning (UCOL), Palmerston North, New Zealand"],"affiliations":[{"raw_affiliation_string":"Universal College of Learning (UCOL), Palmerston North, 4410, New Zealand","institution_ids":["https://openalex.org/I1003870"]},{"raw_affiliation_string":"Universal College of Learning (UCOL), Palmerston North, New Zealand","institution_ids":["https://openalex.org/I1003870"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101458514","display_name":"Sunil Pranit Lal","orcid":"https://orcid.org/0000-0002-1311-6710"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Sunil Lal","raw_affiliation_strings":["School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081540371","display_name":"Heather Kempton","orcid":"https://orcid.org/0000-0003-2175-2757"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Heather Kempton","raw_affiliation_strings":["School of Psychology, Massey University, Auckland, 0632, New Zealand","School of Psychology, Massey University, Auckland, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Psychology, Massey University, Auckland, 0632, New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Psychology, Massey University, Auckland, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058596166","display_name":"Hans W. Guesgen","orcid":"https://orcid.org/0000-0002-8160-5946"},"institutions":[{"id":"https://openalex.org/I51158804","display_name":"Massey University","ror":"https://ror.org/052czxv31","country_code":"NZ","type":"education","lineage":["https://openalex.org/I51158804"]}],"countries":["NZ"],"is_corresponding":false,"raw_author_name":"Hans W. Guesgen","raw_affiliation_strings":["School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand"],"affiliations":[{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, 4410, New Zealand","institution_ids":["https://openalex.org/I51158804"]},{"raw_affiliation_string":"School of Mathematical and Computational Sciences, Massey University, Palmerston North, New Zealand","institution_ids":["https://openalex.org/I51158804"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5009543941"],"corresponding_institution_ids":["https://openalex.org/I175606534","https://openalex.org/I51158804"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.7057,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.68580697,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"10","issue":"1","first_page":"24","last_page":"24"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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/T10985","display_name":"Sleep and Wakefulness Research","score":0.9954000115394592,"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/T10708","display_name":"Mindfulness and Compassion Interventions","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/meditation","display_name":"Meditation","score":0.9433883428573608},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.6121620535850525},{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.6114298105239868},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5009505748748779},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.4821998178958893},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.48199620842933655},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4656347334384918},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4501950740814209},{"id":"https://openalex.org/keywords/cognitive-psychology","display_name":"Cognitive psychology","score":0.3511772155761719},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.15315109491348267}],"concepts":[{"id":"https://openalex.org/C521822307","wikidata":"https://www.wikidata.org/wiki/Q108458","display_name":"Meditation","level":2,"score":0.9433883428573608},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.6121620535850525},{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.6114298105239868},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5009505748748779},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.4821998178958893},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.48199620842933655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4656347334384918},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4501950740814209},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.3511772155761719},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.15315109491348267},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C27206212","wikidata":"https://www.wikidata.org/wiki/Q34178","display_name":"Theology","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s40708-023-00204-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00204-9","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00204-9","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},{"id":"pmid:37688757","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37688757","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain informatics","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10492719","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10492719","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10492719/pdf/40708_2023_Article_204.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"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":"Brain Inform","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:0da10ba044c64ff0955a7cde939e8154","is_oa":true,"landing_page_url":"https://doaj.org/article/0da10ba044c64ff0955a7cde939e8154","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Brain Informatics, Vol 10, Iss 1, Pp 1-15 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s40708-023-00204-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40708-023-00204-9","pdf_url":"https://braininformatics.springeropen.com/counter/pdf/10.1186/s40708-023-00204-9","source":{"id":"https://openalex.org/S2498492389","display_name":"Brain Informatics","issn_l":"2198-4018","issn":["2198-4018","2198-4026"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Brain Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.5699999928474426},{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4386568459.pdf"},"referenced_works_count":65,"referenced_works":["https://openalex.org/W1487610706","https://openalex.org/W1968914365","https://openalex.org/W1969878365","https://openalex.org/W1971562659","https://openalex.org/W1978280431","https://openalex.org/W2001609097","https://openalex.org/W2003922371","https://openalex.org/W2003939068","https://openalex.org/W2005791255","https://openalex.org/W2009694739","https://openalex.org/W2011551164","https://openalex.org/W2026834521","https://openalex.org/W2047241995","https://openalex.org/W2047266869","https://openalex.org/W2054294508","https://openalex.org/W2056742826","https://openalex.org/W2056925087","https://openalex.org/W2057219090","https://openalex.org/W2060472216","https://openalex.org/W2063890643","https://openalex.org/W2070046207","https://openalex.org/W2070466859","https://openalex.org/W2072728219","https://openalex.org/W2077056449","https://openalex.org/W2077686642","https://openalex.org/W2101890738","https://openalex.org/W2114605115","https://openalex.org/W2124612756","https://openalex.org/W2125782814","https://openalex.org/W2128495200","https://openalex.org/W2149337715","https://openalex.org/W2152119085","https://openalex.org/W2153257584","https://openalex.org/W2164848263","https://openalex.org/W2168500935","https://openalex.org/W2171082341","https://openalex.org/W2256794880","https://openalex.org/W2300737286","https://openalex.org/W2468748640","https://openalex.org/W2582929280","https://openalex.org/W2766085613","https://openalex.org/W2788619189","https://openalex.org/W2794345050","https://openalex.org/W2801990151","https://openalex.org/W2805301535","https://openalex.org/W2808416353","https://openalex.org/W2809547371","https://openalex.org/W2888965549","https://openalex.org/W2890974542","https://openalex.org/W2899481738","https://openalex.org/W2908596566","https://openalex.org/W2910206545","https://openalex.org/W2937027219","https://openalex.org/W2948290265","https://openalex.org/W2953351339","https://openalex.org/W2980950397","https://openalex.org/W3004320051","https://openalex.org/W3023257277","https://openalex.org/W3034724216","https://openalex.org/W3047975924","https://openalex.org/W3139270893","https://openalex.org/W4200379393","https://openalex.org/W4239005910","https://openalex.org/W4294000895","https://openalex.org/W6921916646"],"related_works":["https://openalex.org/W2239057824","https://openalex.org/W4281971433","https://openalex.org/W2405026511","https://openalex.org/W4236263371","https://openalex.org/W4384283201","https://openalex.org/W1985314655","https://openalex.org/W600497861","https://openalex.org/W2520193207","https://openalex.org/W2730024498","https://openalex.org/W4220988372"],"abstract_inverted_index":{"While":[0],"a":[1,20,106,145,181,281],"very":[2],"few":[3],"studies":[4,27],"have":[5,73],"been":[6,74],"conducted":[7,28],"on":[8,45,76],"classifying":[9,39,136,193,213,267],"loving":[10],"kindness":[11],"meditation":[12,43,67,122,132,150,164],"(LKM)":[13],"and":[14,47,82,87,135,167,173,254],"non-meditation":[15],"electroencephalography":[16],"(EEG)":[17],"data":[18,44,72,134,234],"for":[19,29,84,96,140,180,192,212,231,266],"single":[21,46,182],"session,":[22],"there":[23],"are":[24],"no":[25],"such":[26],"multiple":[30,48,141,232],"session":[31,183,233],"EEG":[32,42,123,133,151,205],"data.":[33,124,224],"Thus,":[34],"this":[35,70,227],"study":[36],"aims":[37],"at":[38],"existing":[40],"raw":[41],"sessions":[49,142,203],"to":[50,91,221,239],"come":[51],"up":[52],"with":[53,171,269],"meaningful":[54],"inferences":[55],"which":[56],"will":[57,143],"be":[58],"highly":[59],"beneficial":[60],"when":[61,200,241],"developing":[62],"algorithms":[63],"that":[64,179,275,285],"can":[65],"support":[66],"practices.":[68],"In":[69,237],"analysis,":[71],"collected":[75],"Pre-Resting":[77,172,268,276],"(before-meditation),":[78],"Post-Resting":[79,174,255],"(after-meditation),":[80],"LKM-Self":[81],"LKM-Others":[83,253],"32":[85,185],"participants":[86,199],"hence":[88],"allowing":[89],"us":[90],"conduct":[92],"six":[93,248],"pairwise":[94],"comparisons":[95],"the":[97,197,219,243,247,263,270,290],"four":[98],"mind":[99,249,293],"tasks.":[100,294],"Common":[101],"Spatial":[102],"Patterns":[103],"(CSP)":[104],"is":[105,229,287],"feature":[107],"extraction":[108],"method":[109],"widely":[110],"used":[111],"in":[112,121,128,148],"motor":[113],"imaginary":[114],"brain":[115],"computer":[116],"interface":[117],"(BCI),":[118],"but":[119],"not":[120],"Therefore,":[125],"using":[126,157,201],"CSP":[127],"extracting":[129],"features":[130,279],"from":[131,289],"meditation/non-meditation":[137],"instances,":[138],"particularly":[139],"create":[144],"new":[146],"path":[147],"future":[149],"research.":[152],"The":[153,176,216],"classification":[154,228,244,283],"was":[155,190,210],"done":[156],"Linear":[158],"Discriminant":[159],"Analysis":[160],"(LDA)":[161],"where":[162],"both":[163],"techniques":[165],"(LKM-Self":[166],"LKM-Others)":[168],"were":[169],"compared":[170],"instances.":[175,195,215],"results":[177,217],"show":[178],"of":[184,204,246],"participants,":[186],"around":[187,207],"99.5%":[188],"accuracy":[189,209],"obtained":[191,211,265],"meditation/Pre-Resting":[194,214,223],"For":[196],"15":[198],"five":[202],"data,":[206],"83.6%":[208],"demonstrate":[218],"ability":[220],"classify":[222],"Most":[225],"importantly,":[226],"possible":[230],"as":[235],"well.":[236],"addition":[238],"this,":[240],"comparing":[242],"accuracies":[245,259,264],"task":[250],"pairs;":[251],"LKM-Self,":[252],"produced":[256],"relatively":[257],"lower":[258],"among":[260],"them":[261],"than":[262],"other":[271,291],"three.":[272],"This":[273],"indicates":[274],"has":[277],"some":[278],"giving":[280],"better":[282],"indicating":[284],"it":[286],"different":[288],"three":[292]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}
