P. Ibargüengoytia, J. Herrera-Vega, Uriel A. García, L. Sucar, E. Morales
{"title":"自回归贝叶斯网络在军事应用中的信息验证与修正","authors":"P. Ibargüengoytia, J. Herrera-Vega, Uriel A. García, L. Sucar, E. Morales","doi":"10.1201/9780429445491-8","DOIUrl":null,"url":null,"abstract":"Introduction ......................................................................................................128 Methods ............................................................................................................130 Interpolation .................................................................................................130 Linear Interpolation .................................................................................130 Spline Interpolation .................................................................................131 Autoregressive Models...................................................................................131 Probabilistic Modeling ..................................................................................132 Dynamic Bayesian Networks ....................................................................133 Autoregressive Bayesian Networks (AR-BN) .................................................134 Estimating Missing Data from Incomplete Databases Using AR-BN ............135 Error Metrics for the Estimation of Missing Values .......................................136 Data Characterization ...................................................................................137","PeriodicalId":422099,"journal":{"name":"Military Applications of Data Analytics","volume":"58 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Autoregressive Bayesian Networks for Information Validation and Amendment in Military Applications\",\"authors\":\"P. Ibargüengoytia, J. Herrera-Vega, Uriel A. García, L. Sucar, E. Morales\",\"doi\":\"10.1201/9780429445491-8\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Introduction ......................................................................................................128 Methods ............................................................................................................130 Interpolation .................................................................................................130 Linear Interpolation .................................................................................130 Spline Interpolation .................................................................................131 Autoregressive Models...................................................................................131 Probabilistic Modeling ..................................................................................132 Dynamic Bayesian Networks ....................................................................133 Autoregressive Bayesian Networks (AR-BN) .................................................134 Estimating Missing Data from Incomplete Databases Using AR-BN ............135 Error Metrics for the Estimation of Missing Values .......................................136 Data Characterization ...................................................................................137\",\"PeriodicalId\":422099,\"journal\":{\"name\":\"Military Applications of Data Analytics\",\"volume\":\"58 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2018-10-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Military Applications of Data Analytics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1201/9780429445491-8\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Military Applications of Data Analytics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1201/9780429445491-8","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}