{"id":"https://openalex.org/W4405755464","doi":"https://doi.org/10.1109/metroxraine62247.2024.10796460","title":"A Systematic Approach to Tuning Cover Parameters in Mapper for Improved TDA Representation","display_name":"A Systematic Approach to Tuning Cover Parameters in Mapper for Improved TDA Representation","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4405755464","doi":"https://doi.org/10.1109/metroxraine62247.2024.10796460"},"language":"en","primary_location":{"id":"doi:10.1109/metroxraine62247.2024.10796460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10796460","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","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/A5109018788","display_name":"Stefano Vannoni","orcid":null},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Stefano Vannoni","raw_affiliation_strings":["Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002124548","display_name":"Emma Tassi","orcid":"https://orcid.org/0000-0001-7901-1543"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Emma Tassi","raw_affiliation_strings":["Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087794055","display_name":"In\u00eas Won Sampaio","orcid":"https://orcid.org/0009-0000-0907-7133"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"In\u00eas Won Sampaio","raw_affiliation_strings":["Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073440301","display_name":"Anna Maria Bianchi","orcid":"https://orcid.org/0000-0002-8290-7460"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Anna M. Bianchi","raw_affiliation_strings":["Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031787223","display_name":"Eleonora Maggioni","orcid":"https://orcid.org/0000-0003-4331-4029"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Eleonora Maggioni","raw_affiliation_strings":["Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy"],"affiliations":[{"raw_affiliation_string":"Politecnico di Milano,Dept. of Electronics, Information and Bioengineering,Milan,Italy","institution_ids":["https://openalex.org/I93860229"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5109018788"],"corresponding_institution_ids":["https://openalex.org/I93860229"],"apc_list":null,"apc_paid":null,"fwci":0.7153,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73443808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"377","last_page":"382"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.680899977684021,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.680899977684021,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/cover","display_name":"Cover (algebra)","score":0.7548507452011108},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6464647650718689},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5247114896774292},{"id":"https://openalex.org/keywords/systematic-error","display_name":"Systematic error","score":0.49717071652412415},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.22332808375358582},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20763427019119263},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1982099413871765},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.07219341397285461}],"concepts":[{"id":"https://openalex.org/C2780428219","wikidata":"https://www.wikidata.org/wiki/Q16952335","display_name":"Cover (algebra)","level":2,"score":0.7548507452011108},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6464647650718689},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5247114896774292},{"id":"https://openalex.org/C100253034","wikidata":"https://www.wikidata.org/wiki/Q196372","display_name":"Systematic error","level":2,"score":0.49717071652412415},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.22332808375358582},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20763427019119263},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1982099413871765},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.07219341397285461},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/metroxraine62247.2024.10796460","is_oa":false,"landing_page_url":"https://doi.org/10.1109/metroxraine62247.2024.10796460","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)","raw_type":"proceedings-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1287278","is_oa":false,"landing_page_url":"https://hdl.handle.net/11311/1287278","pdf_url":null,"source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1658616865","display_name":null,"funder_award_id":"1U54MH091657","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"}],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":13,"referenced_works":["https://openalex.org/W2024729467","https://openalex.org/W2807820258","https://openalex.org/W2942685035","https://openalex.org/W2950127042","https://openalex.org/W2952678441","https://openalex.org/W2981265119","https://openalex.org/W3006236094","https://openalex.org/W3152046960","https://openalex.org/W3202868818","https://openalex.org/W4401338748","https://openalex.org/W6636338475","https://openalex.org/W6638592267","https://openalex.org/W6739134814"],"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/W4232403550","https://openalex.org/W623607250","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Topological":[0],"Data":[1],"Analysis":[2],"(TDA)":[3],"offers":[4],"a":[5,26,33,39,51,58,66,106],"powerful":[6],"framework":[7],"for":[8,69,139],"analyzing":[9],"complex":[10],"datasets":[11,158],"by":[12,73],"leveraging":[13],"algebraic":[14],"topology":[15],"to":[16,54],"unveil":[17],"underlying":[18],"structures.":[19,121],"Within":[20],"TDA,":[21],"the":[22,47,55,78,91,100,125,132,137],"Mapper":[23,48],"algorithm":[24,49],"plays":[25],"pivotal":[27],"role":[28],"in":[29],"transforming":[30],"data":[31,141],"into":[32,131],"simplified":[34],"graph":[35,82,115,120],"representation,":[36],"known":[37],"as":[38],"simplicial":[40],"complex.":[41],"However,":[42],"selecting":[43],"appropriate":[44],"parameters":[45,72],"within":[46],"remains":[50],"challenge":[52],"due":[53],"absence":[56],"of":[57,93,127,148],"standardized":[59],"approach.":[60],"In":[61],"this":[62],"study,":[63],"we":[64,109],"propose":[65],"systematic":[67],"methodology":[68,150],"choosing":[70],"Cover":[71],"integrating":[74,128],"quantitative":[75,129],"assessment,":[76],"using":[77,96],"Netsimile":[79],"metric":[80],"and":[81,143,154,159],"topological":[83],"features,":[84],"with":[85],"qualitative":[86],"visual":[87],"analysis.":[88],"We":[89],"demonstrate":[90],"efficacy":[92],"our":[94,149],"approach":[95],"brain":[97],"features":[98],"from":[99],"Human":[101],"Connectome":[102],"Project":[103],"dataset.":[104],"Through":[105],"comprehensive":[107],"evaluation,":[108],"identify":[110],"parameter":[111,133],"configurations":[112],"that":[113],"enhance":[114],"properties":[116],"stability":[117],"producing":[118],"informative":[119],"Our":[122],"findings":[123],"highlight":[124],"importance":[126],"metrics":[130],"selection":[134],"process,":[135],"paving":[136],"way":[138],"enhanced":[140],"exploration":[142],"understanding.":[144],"The":[145],"open-source":[146],"nature":[147],"promotes":[151],"broader":[152],"adoption":[153],"application":[155],"across":[156],"diverse":[157],"analytical":[160],"workflows.":[161]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}
