{"id":"https://openalex.org/W4399172383","doi":"https://doi.org/10.3390/a17060235","title":"A Comprehensive Exploration of Unsupervised Classification in Spike Sorting: A Case Study on Macaque Monkey and Human Pancreatic Signals","display_name":"A Comprehensive Exploration of Unsupervised Classification in Spike Sorting: A Case Study on Macaque Monkey and Human Pancreatic Signals","publication_year":2024,"publication_date":"2024-05-30","ids":{"openalex":"https://openalex.org/W4399172383","doi":"https://doi.org/10.3390/a17060235"},"language":"en","primary_location":{"id":"doi:10.3390/a17060235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17060235","pdf_url":"https://www.mdpi.com/1999-4893/17/6/235/pdf?version=1717073368","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1999-4893/17/6/235/pdf?version=1717073368","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038891219","display_name":"Francisco Javier I\u00f1iguez-Lomeli","orcid":"https://orcid.org/0009-0002-5616-8673"},"institutions":[{"id":"https://openalex.org/I129858807","display_name":"Universidad de Guanajuato","ror":"https://ror.org/058cjye32","country_code":"MX","type":"education","lineage":["https://openalex.org/I129858807"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Francisco Javier I\u00f1iguez-Lomeli","raw_affiliation_strings":["Department of Electronics Engineering, University of Guanajuato, Carretera Salamanca\u2014Valle de Santiago km 3.5 + 1.8 km, Salamanca 36885, Mexico"],"raw_orcid":"https://orcid.org/0009-0002-5616-8673","affiliations":[{"raw_affiliation_string":"Department of Electronics Engineering, University of Guanajuato, Carretera Salamanca\u2014Valle de Santiago km 3.5 + 1.8 km, Salamanca 36885, Mexico","institution_ids":["https://openalex.org/I129858807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098944974","display_name":"Edgar Eliseo Franco-Ortiz","orcid":"https://orcid.org/0009-0002-0574-1310"},"institutions":[{"id":"https://openalex.org/I129858807","display_name":"Universidad de Guanajuato","ror":"https://ror.org/058cjye32","country_code":"MX","type":"education","lineage":["https://openalex.org/I129858807"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Edgar Eliseo Franco-Ortiz","raw_affiliation_strings":["Department of Electronics Engineering, University of Guanajuato, Carretera Salamanca\u2014Valle de Santiago km 3.5 + 1.8 km, Salamanca 36885, Mexico"],"raw_orcid":"https://orcid.org/0009-0002-0574-1310","affiliations":[{"raw_affiliation_string":"Department of Electronics Engineering, University of Guanajuato, Carretera Salamanca\u2014Valle de Santiago km 3.5 + 1.8 km, Salamanca 36885, Mexico","institution_ids":["https://openalex.org/I129858807"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5098944975","display_name":"Ana M. S. Gonzalez-Acosta","orcid":null},"institutions":[{"id":"https://openalex.org/I9868844","display_name":"Benito Ju\u00e1rez Autonomous University of Oaxaca","ror":"https://ror.org/04mbdq019","country_code":"MX","type":"education","lineage":["https://openalex.org/I9868844"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Ana Maria Silvia Gonzalez-Acosta","raw_affiliation_strings":["Laboratory of Robotics, Bio-Inspired Systems and Artificial Intelligence, Faculty of Biological Systems and Technological Innovations, Benito Ju\u00e1rez Autonomous University of Oaxaca, Av. Universidad S/N. Ex-Hacienda 5 Se\u00f1ores, Oaxaca 68120, Mexico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Laboratory of Robotics, Bio-Inspired Systems and Artificial Intelligence, Faculty of Biological Systems and Technological Innovations, Benito Ju\u00e1rez Autonomous University of Oaxaca, Av. Universidad S/N. Ex-Hacienda 5 Se\u00f1ores, Oaxaca 68120, Mexico","institution_ids":["https://openalex.org/I9868844"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059389418","display_name":"Andr\u00e9s\u2010Amador Garc\u00eda\u2010Granada","orcid":"https://orcid.org/0000-0002-6271-2594"},"institutions":[{"id":"https://openalex.org/I4210150658","display_name":"Institut Qu\u00edmic de Sarri\u00e0","ror":"https://ror.org/04y3yya25","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210150658","https://openalex.org/I5593406"]},{"id":"https://openalex.org/I5593406","display_name":"Universitat Ramon Llull","ror":"https://ror.org/04p9k2z50","country_code":"ES","type":"education","lineage":["https://openalex.org/I5593406"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Andres Amador Garcia-Granada","raw_affiliation_strings":["School of Engineering, Instituto Qu\u00edmico de Sarri\u00e0, Universitat Ramon Llull, 08017 Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0002-6271-2594","affiliations":[{"raw_affiliation_string":"School of Engineering, Instituto Qu\u00edmico de Sarri\u00e0, Universitat Ramon Llull, 08017 Barcelona, Spain","institution_ids":["https://openalex.org/I4210150658","https://openalex.org/I5593406"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049250191","display_name":"Horacio Rostro\u2010Gonz\u00e1lez","orcid":"https://orcid.org/0000-0001-7530-9027"},"institutions":[{"id":"https://openalex.org/I4210150658","display_name":"Institut Qu\u00edmic de Sarri\u00e0","ror":"https://ror.org/04y3yya25","country_code":"ES","type":"education","lineage":["https://openalex.org/I4210150658","https://openalex.org/I5593406"]},{"id":"https://openalex.org/I5593406","display_name":"Universitat Ramon Llull","ror":"https://ror.org/04p9k2z50","country_code":"ES","type":"education","lineage":["https://openalex.org/I5593406"]},{"id":"https://openalex.org/I9868844","display_name":"Benito Ju\u00e1rez Autonomous University of Oaxaca","ror":"https://ror.org/04mbdq019","country_code":"MX","type":"education","lineage":["https://openalex.org/I9868844"]}],"countries":["ES","MX"],"is_corresponding":true,"raw_author_name":"Horacio Rostro-Gonzalez","raw_affiliation_strings":["Laboratory of Robotics, Bio-Inspired Systems and Artificial Intelligence, Faculty of Biological Systems and Technological Innovations, Benito Ju\u00e1rez Autonomous University of Oaxaca, Av. Universidad S/N. Ex-Hacienda 5 Se\u00f1ores, Oaxaca 68120, Mexico","School of Engineering, Instituto Qu\u00edmico de Sarri\u00e0, Universitat Ramon Llull, 08017 Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0001-7530-9027","affiliations":[{"raw_affiliation_string":"Laboratory of Robotics, Bio-Inspired Systems and Artificial Intelligence, Faculty of Biological Systems and Technological Innovations, Benito Ju\u00e1rez Autonomous University of Oaxaca, Av. Universidad S/N. Ex-Hacienda 5 Se\u00f1ores, Oaxaca 68120, Mexico","institution_ids":["https://openalex.org/I9868844"]},{"raw_affiliation_string":"School of Engineering, Instituto Qu\u00edmico de Sarri\u00e0, Universitat Ramon Llull, 08017 Barcelona, Spain","institution_ids":["https://openalex.org/I4210150658","https://openalex.org/I5593406"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5049250191"],"corresponding_institution_ids":["https://openalex.org/I4210150658","https://openalex.org/I5593406","https://openalex.org/I9868844"],"apc_list":{"value":1400,"currency":"CHF","value_usd":1515},"apc_paid":{"value":1400,"currency":"CHF","value_usd":1515},"fwci":0.5435,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.61963111,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":"17","issue":"6","first_page":"235","last_page":"235"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"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/T10581","display_name":"Neural dynamics and brain function","score":0.9997000098228455,"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/T10320","display_name":"Neural Networks and Applications","score":0.9993000030517578,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/spike-sorting","display_name":"Spike sorting","score":0.8799408674240112},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.7565928101539612},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7504477500915527},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7238589525222778},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.691550612449646},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6790078282356262},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.648677408695221},{"id":"https://openalex.org/keywords/macaque","display_name":"Macaque","score":0.5781921148300171},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.5185645222663879},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4989020824432373},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.4754849672317505},{"id":"https://openalex.org/keywords/spike","display_name":"Spike (software development)","score":0.47287413477897644},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.46404901146888733},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.4347502589225769},{"id":"https://openalex.org/keywords/independent-component-analysis","display_name":"Independent component analysis","score":0.41157227754592896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3597080707550049},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14849787950515747},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11220631003379822},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.09757506847381592}],"concepts":[{"id":"https://openalex.org/C2777613131","wikidata":"https://www.wikidata.org/wiki/Q2003571","display_name":"Spike sorting","level":3,"score":0.8799408674240112},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.7565928101539612},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7504477500915527},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7238589525222778},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.691550612449646},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6790078282356262},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.648677408695221},{"id":"https://openalex.org/C2778950215","wikidata":"https://www.wikidata.org/wiki/Q177601","display_name":"Macaque","level":2,"score":0.5781921148300171},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.5185645222663879},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4989020824432373},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.4754849672317505},{"id":"https://openalex.org/C2781390188","wikidata":"https://www.wikidata.org/wiki/Q25203449","display_name":"Spike (software development)","level":2,"score":0.47287413477897644},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.46404901146888733},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.4347502589225769},{"id":"https://openalex.org/C51432778","wikidata":"https://www.wikidata.org/wiki/Q1259145","display_name":"Independent component analysis","level":2,"score":0.41157227754592896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3597080707550049},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14849787950515747},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11220631003379822},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.09757506847381592},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/a17060235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17060235","pdf_url":"https://www.mdpi.com/1999-4893/17/6/235/pdf?version=1717073368","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:85616bf617f4433f8a66e7de971dee7c","is_oa":true,"landing_page_url":"https://doaj.org/article/85616bf617f4433f8a66e7de971dee7c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Algorithms, Vol 17, Iss 6, p 235 (2024)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1999-4893/17/6/235/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/a17060235","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"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":"Algorithms","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/a17060235","is_oa":true,"landing_page_url":"https://doi.org/10.3390/a17060235","pdf_url":"https://www.mdpi.com/1999-4893/17/6/235/pdf?version=1717073368","source":{"id":"https://openalex.org/S190629608","display_name":"Algorithms","issn_l":"1999-4893","issn":["1999-4893"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Algorithms","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322892","display_name":"Centre National de la Recherche Scientifique","ror":"https://ror.org/02feahw73"},{"id":"https://openalex.org/F4320323712","display_name":"Universit\u00e9 de Bordeaux","ror":"https://ror.org/057qpr032"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399172383.pdf"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W65738273","https://openalex.org/W1484704128","https://openalex.org/W2021417436","https://openalex.org/W2036067157","https://openalex.org/W2052401197","https://openalex.org/W2064675550","https://openalex.org/W2130947713","https://openalex.org/W2150593711","https://openalex.org/W2161160262","https://openalex.org/W2171406132","https://openalex.org/W2903946848","https://openalex.org/W2942995203","https://openalex.org/W2978281981","https://openalex.org/W2995158461","https://openalex.org/W3039064907","https://openalex.org/W3100246426","https://openalex.org/W3105425254","https://openalex.org/W3141799644","https://openalex.org/W3142331972","https://openalex.org/W3166235535","https://openalex.org/W3184506279","https://openalex.org/W3216422808","https://openalex.org/W4206751212","https://openalex.org/W4210680513","https://openalex.org/W4245176872","https://openalex.org/W4285094432","https://openalex.org/W4312075150","https://openalex.org/W4319068690","https://openalex.org/W4323353397","https://openalex.org/W4323653672","https://openalex.org/W4360991195","https://openalex.org/W4362576902","https://openalex.org/W4362673514","https://openalex.org/W4383709761","https://openalex.org/W4387357402"],"related_works":["https://openalex.org/W3136143059","https://openalex.org/W3178771700","https://openalex.org/W1968361507","https://openalex.org/W2037099207","https://openalex.org/W3035015922","https://openalex.org/W2124872530","https://openalex.org/W2097405940","https://openalex.org/W2366422659","https://openalex.org/W4377004198","https://openalex.org/W4394138596"],"abstract_inverted_index":{"Spike":[0],"sorting,":[1],"an":[2,100,115],"indispensable":[3],"process":[4,125],"in":[5,101,116,291],"the":[6,36,86,89,93,149,153,167,170,181,214,240,247,256,271,284,292],"analysis":[7,139],"of":[8,27,33,38,88,95,104,119,148,155,169,216,220,246,273,283,288,294],"neural":[9],"biosignals,":[10],"aims":[11],"to":[12,35,165,174,278],"segregate":[13],"individual":[14],"action":[15],"potentials":[16],"from":[17,67,133],"mixed":[18],"recordings.":[19],"This":[20,123,250],"study":[21],"delves":[22],"into":[23,270],"a":[24,76,105,120,210,280],"comprehensive":[25,251],"investigation":[26],"diverse":[28],"unsupervised":[29],"classification":[30,124],"algorithms,":[31],"some":[32],"which,":[34],"best":[37],"our":[39,138,266],"knowledge,":[40],"have":[41,194,199],"not":[42],"previously":[43],"been":[44],"used":[45],"for":[46,92,203],"spike":[47,295],"sorting.":[48,296],"The":[49,63],"methods":[50,91],"encompass":[51],"Principal":[52,161],"Component":[53,162],"Analysis":[54,163],"(PCA),":[55],"K-means,":[56,141],"Self-Organizing":[57,192],"Maps":[58],"(SOMs),":[59],"and":[60,71,145,191,198,237,253,259,286],"hierarchical":[61,189],"clustering.":[62],"research":[64,82],"draws":[65],"insights":[66,260],"both":[68,143,204,228],"macaque":[69,106],"monkey":[70],"human":[72,121],"pancreatic":[73],"signals,":[74],"providing":[75],"holistic":[77],"evaluation":[78],"across":[79,265],"species.":[80],"Our":[81],"has":[83],"focused":[84],"on":[85],"utilization":[87],"aforementioned":[90],"sorting":[94],"327":[96],"detected":[97,112],"spikes":[98,113],"within":[99,114,227],"vivo":[102],"signal":[103,118,205,229],"monkey,":[107],"as":[108,110,178],"well":[109],"386":[111],"vitro":[117],"pancreas.":[122],"was":[126],"carried":[127],"out":[128],"by":[129,180,224,244,262],"extracting":[130],"statistical":[131],"features":[132],"these":[134,263,274],"spikes.":[135],"We":[136],"initiated":[137],"with":[140],"employing":[142],"unmodified":[144],"normalized":[146],"versions":[147],"features.":[150],"To":[151],"enhance":[152],"performance":[154,287],"this":[156,232],"algorithm,":[157],"we":[158,234,276],"also":[159,195],"employed":[160,248],"(PCA)":[164],"reduce":[166],"dimensionality":[168],"data,":[171],"thereby":[172],"leading":[173],"more":[175],"distinct":[176,225],"groupings":[177],"identified":[179],"K-means":[182],"algorithm.":[183],"Furthermore,":[184],"two":[185],"additional":[186],"techniques,":[187],"namely":[188],"clustering":[190],"Maps,":[193],"undergone":[196],"exploration":[197],"demonstrated":[200],"favorable":[201],"outcomes":[202,242],"types.":[206],"Across":[207],"all":[208],"scenarios,":[209],"consistent":[211],"observation":[212],"emerged:":[213],"identification":[215],"six":[217],"distinctive":[218],"groups":[219],"spikes,":[221],"each":[222,245,289],"characterized":[223],"shapes,":[226],"sets.":[230],"In":[231],"regard,":[233],"meticulously":[235],"present":[236],"thoroughly":[238],"analyze":[239],"experimental":[241],"yielded":[243],"algorithms.":[249],"presentation":[252],"discussion":[254],"encapsulate":[255],"nuances,":[257],"patterns,":[258],"uncovered":[261],"algorithms":[264],"data.":[267],"By":[268],"delving":[269],"specifics":[272],"results,":[275],"aim":[277],"provide":[279],"nuanced":[281],"understanding":[282],"efficacy":[285],"algorithm":[290],"context":[293]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
