{"id":"https://openalex.org/W4394717157","doi":"https://doi.org/10.1142/s0218001424580035","title":"Spatial Data Prediction Model Integrated with K-Nearest Neighbor Mechanism in Neural Networks","display_name":"Spatial Data Prediction Model Integrated with K-Nearest Neighbor Mechanism in Neural Networks","publication_year":2024,"publication_date":"2024-04-01","ids":{"openalex":"https://openalex.org/W4394717157","doi":"https://doi.org/10.1142/s0218001424580035"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001424580035","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001424580035","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-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/A5101542433","display_name":"Xin Song","orcid":"https://orcid.org/0000-0003-3209-3232"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Song","raw_affiliation_strings":["School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China","School of Management, Hebei University, Baoding, Hebei 071002, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-3209-3232","affiliations":[{"raw_affiliation_string":"School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"School of Management, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101542434","display_name":"Liang Zhu","orcid":"https://orcid.org/0000-0003-4746-4040"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhu","raw_affiliation_strings":["School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China","School of Management, Hebei University, Baoding, Hebei 071002, P. R. China"],"raw_orcid":"https://orcid.org/0000-0003-4746-4040","affiliations":[{"raw_affiliation_string":"School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]},{"raw_affiliation_string":"School of Management, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100418297","display_name":"Yu Zhang","orcid":"https://orcid.org/0009-0000-0115-6566"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Zhang","raw_affiliation_strings":["College of Mathematics and Information Science, Hebei University, Baoding, Hebei 071002, P. R. China"],"raw_orcid":"https://orcid.org/0009-0000-0115-6566","affiliations":[{"raw_affiliation_string":"College of Mathematics and Information Science, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101793539","display_name":"Haibo Liu","orcid":"https://orcid.org/0009-0007-8741-460X"},"institutions":[{"id":"https://openalex.org/I43337087","display_name":"Hebei University","ror":"https://ror.org/01p884a79","country_code":"CN","type":"education","lineage":["https://openalex.org/I43337087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"HaiBo Liu","raw_affiliation_strings":["School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China"],"raw_orcid":"https://orcid.org/0009-0007-8741-460X","affiliations":[{"raw_affiliation_string":"School of Cyber Security and Computer Science, Hebei University, Baoding, Hebei 071002, P. R. China","institution_ids":["https://openalex.org/I43337087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I43337087"],"apc_list":null,"apc_paid":null,"fwci":0.2778,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.57829073,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"38","issue":"05","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.6489999890327454,"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"}},"topics":[{"id":"https://openalex.org/T13734","display_name":"Advanced Computational Techniques and Applications","score":0.6489999890327454,"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/T10538","display_name":"Data Mining Algorithms and Applications","score":0.6349999904632568,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.603600025177002,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6814912557601929},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6674237847328186},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6191726922988892},{"id":"https://openalex.org/keywords/k-nearest-neighbors-algorithm","display_name":"k-nearest neighbors algorithm","score":0.6168084740638733},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4994354248046875},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41950419545173645},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36664333939552307},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3559688329696655}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6814912557601929},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6674237847328186},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6191726922988892},{"id":"https://openalex.org/C113238511","wikidata":"https://www.wikidata.org/wiki/Q1071612","display_name":"k-nearest neighbors algorithm","level":2,"score":0.6168084740638733},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4994354248046875},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41950419545173645},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36664333939552307},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3559688329696655},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s0218001424580035","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001424580035","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.6200000047683716}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W41196790","https://openalex.org/W174107858","https://openalex.org/W1236109317","https://openalex.org/W1973749534","https://openalex.org/W2002046668","https://openalex.org/W2078712779","https://openalex.org/W2083588554","https://openalex.org/W2088939789","https://openalex.org/W2089055951","https://openalex.org/W2147169375","https://openalex.org/W2166410355","https://openalex.org/W2220096219","https://openalex.org/W2511711610","https://openalex.org/W2740570758","https://openalex.org/W2767202613","https://openalex.org/W2804772941","https://openalex.org/W2894434542","https://openalex.org/W2901558147","https://openalex.org/W2936185297","https://openalex.org/W2943279890","https://openalex.org/W2956919865","https://openalex.org/W3092023064","https://openalex.org/W3127361658","https://openalex.org/W3211132102","https://openalex.org/W4210995890","https://openalex.org/W4283460398","https://openalex.org/W4378072277"],"related_works":["https://openalex.org/W2382997850","https://openalex.org/W2390968135","https://openalex.org/W2382213751","https://openalex.org/W2351750670","https://openalex.org/W1597848696","https://openalex.org/W2354715126","https://openalex.org/W2388563748","https://openalex.org/W2375179084","https://openalex.org/W2366646518","https://openalex.org/W2370906336"],"abstract_inverted_index":{"Traditional":[0],"methods":[1,143],"of":[2,25,42,109,120,129,161],"spatial":[3,58],"interpolation,":[4],"such":[5],"as":[6,35],"inverse":[7],"distance":[8,17,49],"weighting":[9],"(IDW)":[10],"and":[11,18,50,88,105,144],"ordinary":[12],"Kriging":[13],"(OK),":[14],"utilize":[15],"geographic":[16,48],"specific":[19],"assumptions":[20],"to":[21,76,132,166],"simplify":[22],"the":[23,43,67,81,96,106,117,154,162,167],"computation":[24],"geospatial":[26],"data":[27],"complexity.":[28],"Nevertheless,":[29],"these":[30],"conventional":[31,142],"approaches":[32,148],"are":[33,91,112,124],"not":[34],"practical":[36],"in":[37],"obtaining":[38],"high-precision":[39],"estimation":[40],"because":[41],"intricate":[44],"nonlinear":[45],"relationship":[46],"between":[47],"correlation":[51],"weights.":[52],"In":[53,138],"this":[54,78],"study,":[55],"a":[56,73,121,157],"novel":[57],"interpolation":[59,103,169],"technique,":[60],"named":[61],"WFNNKM,":[62],"is":[63,84,100],"introduced,":[64],"which":[65],"integrates":[66],"K-nearest":[68],"neighbor":[69],"(KNN)":[70],"mechanism":[71],"with":[72,140],"neural":[74,122,146],"network":[75,123,147],"address":[77],"challenge.":[79],"Firstly,":[80],"Lebesgue":[82],"integral":[83],"used":[85],"for":[86,102],"clustering,":[87],"KNN":[89,97],"tuples":[90],"obtained":[92,113],"by":[93],"clustering.":[94],"Secondly,":[95],"training":[98],"task":[99],"constructed":[101],"points,":[104],"bias":[107,127],"parameters":[108,119,128],"each":[110],"point":[111],"through":[114,126],"training.":[115],"Finally,":[116],"pre-training":[118],"modified":[125],"nearest":[130],"neighbors":[131],"obtain":[133],"accurate":[134],"prediction":[135],"attribute":[136],"values.":[137],"comparison":[139],"two":[141],"three":[145,150],"across":[149],"soil":[151],"sample":[152],"datasets,":[153],"results":[155],"demonstrate":[156],"notably":[158],"superior":[159],"performance":[160],"suggested":[163],"approach":[164],"compared":[165],"five":[168],"methods.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
