{"id":"https://openalex.org/W2787413758","doi":"https://doi.org/10.3233/978-1-61499-834-1-110","title":"Application of Data Mining Software to Predict the Alum Dosage in Coagulation Process: A Case Study of Vientaine, Lao PDR","display_name":"Application of Data Mining Software to Predict the Alum Dosage in Coagulation Process: A Case Study of Vientaine, Lao PDR","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2787413758","doi":"https://doi.org/10.3233/978-1-61499-834-1-110","mag":"2787413758"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-834-1-110","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-834-1-110","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","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/A5022020024","display_name":"Khoumkham Ladsavong","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Ladsavong Khoumkham","raw_affiliation_strings":["Chulalongkorn University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chulalongkorn University","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084357613","display_name":"Petchporn Chawakitchareon","orcid":null},"institutions":[{"id":"https://openalex.org/I158708052","display_name":"Chulalongkorn University","ror":"https://ror.org/028wp3y58","country_code":"TH","type":"education","lineage":["https://openalex.org/I158708052"]}],"countries":["TH"],"is_corresponding":false,"raw_author_name":"Chawakitchareon Petchporn","raw_affiliation_strings":["Chulalongkorn University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chulalongkorn University","institution_ids":["https://openalex.org/I158708052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019351299","display_name":"Yasushi Kiyoki","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Kiyoki Yasushi","raw_affiliation_strings":["Faculty of Environment and Information Studies"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Environment and Information Studies","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02612482,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.37560001015663147,"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"}},"topics":[{"id":"https://openalex.org/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.37560001015663147,"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/alum","display_name":"Alum","score":0.9399738311767578},{"id":"https://openalex.org/keywords/coagulation","display_name":"Coagulation","score":0.6536286473274231},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5022757053375244},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.465938001871109},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.38987019658088684},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.3745102882385254},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.35108682513237},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.25623905658721924},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.17554333806037903},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14407825469970703},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.09482133388519287},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.06974232196807861},{"id":"https://openalex.org/keywords/organic-chemistry","display_name":"Organic chemistry","score":0.06700164079666138}],"concepts":[{"id":"https://openalex.org/C2780924562","wikidata":"https://www.wikidata.org/wiki/Q190527","display_name":"Alum","level":2,"score":0.9399738311767578},{"id":"https://openalex.org/C2778382381","wikidata":"https://www.wikidata.org/wiki/Q179217","display_name":"Coagulation","level":2,"score":0.6536286473274231},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5022757053375244},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.465938001871109},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38987019658088684},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.3745102882385254},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.35108682513237},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.25623905658721924},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.17554333806037903},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14407825469970703},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.09482133388519287},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.06974232196807861},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.06700164079666138}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/978-1-61499-834-1-110","is_oa":false,"landing_page_url":"https://doi.org/10.3233/978-1-61499-834-1-110","pdf_url":null,"source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1898833374","https://openalex.org/W2083806336","https://openalex.org/W3001732683","https://openalex.org/W270949002","https://openalex.org/W3132388186","https://openalex.org/W2598559335","https://openalex.org/W4321274583","https://openalex.org/W3081006127","https://openalex.org/W2183335781"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"an":[3],"alum":[4,96,120],"dosage":[5],"prediction":[6],"in":[7,18,115],"coagulation":[8,100],"process":[9],"by":[10,67],"using":[11,68],"Weka":[12],"Data":[13],"Mining":[14],"Software.":[15],"The":[16,42,92],"data":[17,47],"this":[19,52],"research":[20],"had":[21],"been":[22],"collected":[23,46],"from":[24,34,58],"Dongmarkkaiy":[25],"Water":[26],"Treatment":[27],"Plant":[28],"(DWTP),":[29],"Vientiane":[30],"capital,":[31],"Laos":[32],"PDR":[33],"1st":[35],"January":[36],"2008":[37],"to":[38,117],"31st":[39],"October":[40],"2016.":[41],"total":[43],"number":[44],"of":[45],"were":[48,90],"2,891":[49],"records.":[50],"In":[51],"research,":[53],"we":[54],"compared":[55],"the":[56,69,99,107,111,119],"results":[57,104],"multilayer":[59],"perceptron":[60],"(MLP),":[61],"M5Rules,":[62],"M5P,":[63],"and":[64,75,88],"REPTree":[65],"method":[66,109,114],"root":[70],"mean":[71,76],"square":[72],"error":[73,78],"(RMSE)":[74],"absolute":[77],"(MAE)":[79],"value.":[80],"Three":[81],"input":[82],"independent":[83],"variables,":[84],"i.e.":[85],"turbidity,":[86],"pH,":[87],"alkalinity":[89],"used.":[91],"dependent":[93],"variable":[94],"was":[95],"added":[97],"for":[98],"process.":[101],"Our":[102],"experimental":[103],"indicated":[105],"that":[106],"MLP":[108],"yielded":[110],"highest":[112],"precision":[113],"order":[116],"predict":[118],"dosage.":[121]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2018-02-23T00:00:00"}