{"id":"https://openalex.org/W3097515408","doi":"https://doi.org/10.23919/mipro48935.2020.9245203","title":"Evaluation of diatoms biodiversity models by applying different discretization on the class attribute","display_name":"Evaluation of diatoms biodiversity models by applying different discretization on the class attribute","publication_year":2020,"publication_date":"2020-09-28","ids":{"openalex":"https://openalex.org/W3097515408","doi":"https://doi.org/10.23919/mipro48935.2020.9245203","mag":"3097515408"},"language":"en","primary_location":{"id":"doi:10.23919/mipro48935.2020.9245203","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro48935.2020.9245203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)","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/A5049541552","display_name":"Aleksandar Naumoski","orcid":"https://orcid.org/0000-0002-2602-5041"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":true,"raw_author_name":"A. Naumoski","raw_affiliation_strings":["Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia"],"affiliations":[{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080264143","display_name":"Georgina Mirceva","orcid":"https://orcid.org/0000-0002-7191-1114"},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"G. Mirceva","raw_affiliation_strings":["Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia"],"affiliations":[{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029530381","display_name":"Kosta Mitreski","orcid":null},"institutions":[{"id":"https://openalex.org/I76245029","display_name":"Saints Cyril and Methodius University of Skopje","ror":"https://ror.org/02wk2vx54","country_code":"MK","type":"education","lineage":["https://openalex.org/I76245029"]}],"countries":["MK"],"is_corresponding":false,"raw_author_name":"K. Mitreski","raw_affiliation_strings":["Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia"],"affiliations":[{"raw_affiliation_string":"Faculty of computer science and engineering, Ss. Cyril and Methodius University in Skopje, North Macedonia","institution_ids":["https://openalex.org/I76245029"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5049541552"],"corresponding_institution_ids":["https://openalex.org/I76245029"],"apc_list":null,"apc_paid":null,"fwci":0.2669,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66424926,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1114","last_page":"1119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10538","display_name":"Data Mining Algorithms and Applications","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.991599977016449,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T12012","display_name":"Diatoms and Algae Research","score":0.9776999950408936,"subfield":{"id":"https://openalex.org/subfields/2502","display_name":"Biomaterials"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.965499997138977,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6681331396102905},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6503176689147949},{"id":"https://openalex.org/keywords/class","display_name":"Class (philosophy)","score":0.6013567447662354},{"id":"https://openalex.org/keywords/naive-bayes-classifier","display_name":"Naive Bayes classifier","score":0.5781909227371216},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5683196783065796},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.5631841421127319},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.5305388569831848},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5228376984596252},{"id":"https://openalex.org/keywords/discretization","display_name":"Discretization","score":0.48701268434524536},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4792071282863617},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22092410922050476},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.20610365271568298},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.12631124258041382}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6681331396102905},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6503176689147949},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6013567447662354},{"id":"https://openalex.org/C52001869","wikidata":"https://www.wikidata.org/wiki/Q812530","display_name":"Naive Bayes classifier","level":3,"score":0.5781909227371216},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5683196783065796},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.5631841421127319},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.5305388569831848},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5228376984596252},{"id":"https://openalex.org/C73000952","wikidata":"https://www.wikidata.org/wiki/Q17007827","display_name":"Discretization","level":2,"score":0.48701268434524536},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4792071282863617},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22092410922050476},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.20610365271568298},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.12631124258041382},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/mipro48935.2020.9245203","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro48935.2020.9245203","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":49,"referenced_works":["https://openalex.org/W1484358094","https://openalex.org/W1504694836","https://openalex.org/W1528113134","https://openalex.org/W1559060276","https://openalex.org/W1564634668","https://openalex.org/W1725430864","https://openalex.org/W1912123407","https://openalex.org/W1971105313","https://openalex.org/W1972750202","https://openalex.org/W1974758710","https://openalex.org/W1981039744","https://openalex.org/W1984188157","https://openalex.org/W1992649154","https://openalex.org/W1996365348","https://openalex.org/W2003485756","https://openalex.org/W2014444740","https://openalex.org/W2022825068","https://openalex.org/W2024046085","https://openalex.org/W2029949252","https://openalex.org/W2036714085","https://openalex.org/W2041404167","https://openalex.org/W2056312718","https://openalex.org/W2067513146","https://openalex.org/W2084149476","https://openalex.org/W2087189381","https://openalex.org/W2090011679","https://openalex.org/W2095403512","https://openalex.org/W2104767862","https://openalex.org/W2115328185","https://openalex.org/W2121920511","https://openalex.org/W2125055259","https://openalex.org/W2128420091","https://openalex.org/W2129162359","https://openalex.org/W2132166479","https://openalex.org/W2137211426","https://openalex.org/W2161548576","https://openalex.org/W2165466912","https://openalex.org/W2328162528","https://openalex.org/W2596773272","https://openalex.org/W2791536233","https://openalex.org/W2902655869","https://openalex.org/W2912391306","https://openalex.org/W2946433183","https://openalex.org/W2969602076","https://openalex.org/W4300402905","https://openalex.org/W6633301734","https://openalex.org/W6633814970","https://openalex.org/W6676832167","https://openalex.org/W6756534118"],"related_works":["https://openalex.org/W4389954502","https://openalex.org/W2771255398","https://openalex.org/W2930428186","https://openalex.org/W3200027047","https://openalex.org/W4385770464","https://openalex.org/W3125536479","https://openalex.org/W4224262160","https://openalex.org/W3120363735","https://openalex.org/W4214820172","https://openalex.org/W2394323384"],"abstract_inverted_index":{"One":[0],"of":[1,5,27,35,67,81,92,100],"the":[2,17,20,25,28,33,36,71,78,82,90,93],"main":[3],"goals":[4],"knowledge":[6],"discovery":[7],"from":[8],"environmental":[9],"data":[10,13],"is":[11,39,86],"through":[12],"analysis":[14],"to":[15,125],"find":[16],"relationship":[18,62],"between":[19],"living":[21],"organisms,":[22],"represented":[23],"with":[24],"diversity":[26],"diatoms":[29],"community":[30,83],"members,":[31],"and":[32,46,84,114],"characteristics":[34],"environment.":[37],"This":[38],"very":[40],"important":[41],"information":[42],"for":[43,59,70],"both":[44],"ecologists":[45],"decision":[47,107],"makers.":[48],"Therefore,":[49],"in":[50],"this":[51,61],"paper":[52],"we":[53],"apply":[54],"various":[55],"machine":[56,101],"learning":[57,102],"algorithms":[58,103],"revealing":[60],"by":[63],"using":[64],"different":[65,98],"number":[66],"discretization":[68],"levels":[69],"target":[72,75],"attribute.":[73],"The":[74,117],"attribute":[76],"represents":[77],"biodiversity":[79],"index":[80],"it":[85],"calculated":[87],"based":[88],"on":[89],"abundances":[91],"diatoms.":[94],"For":[95],"building":[96],"models,":[97],"types":[99],"are":[104,120],"considered":[105],"including":[106],"trees,":[108],"rule":[109],"induction":[110],"algorithms,":[111],"neural":[112],"networks":[113],"Naive":[115],"Bayes.":[116],"obtained":[118],"models":[119],"also":[121],"examined":[122],"regarding":[123],"resistance":[124],"over-fitting,":[126],"as":[127,129],"well":[128],"statistical":[130],"significance.":[131]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}