A Noise-Aware Multiple Imputation Algorithm for Missing Data
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- Sascha Lindig & Atse Louwen & David Moser & Marko Topic, 2020. "Outdoor PV System Monitoring—Input Data Quality, Data Imputation and Filtering Approaches," Energies, MDPI, vol. 13(19), pages 1-18, September.
- Zhiwei Fu & Bruce L. Golden & Shreevardhan Lele & S. Raghavan & Edward A. Wasil, 2003. "A Genetic Algorithm-Based Approach for Building Accurate Decision Trees," INFORMS Journal on Computing, INFORMS, vol. 15(1), pages 3-22, February.
- Hai‐Anh Dang & Dean Jolliffe & Calogero Carletto, 2019.
"Data Gaps, Data Incomparability, And Data Imputation: A Review Of Poverty Measurement Methods For Data‐Scarce Environments,"
Journal of Economic Surveys, Wiley Blackwell, vol. 33(3), pages 757-797, July.
- Dang,Hai-Anh H. & Jolliffe,Dean Mitchell & Carletto,Calogero & Dang,Hai-Anh H. & Jolliffe,Dean Mitchell & Carletto,Calogero, 2017. "Data gaps, data incomparability, and data imputation : a review of poverty measurement methods for data-scarce environments," Policy Research Working Paper Series 8282, The World Bank.
- Dang, Hai-Anh & Jolliffe, Dean & Carletto, Calogero, 2018. "Data Gaps, Data Incomparability, and Data Imputation: A Review of Poverty Measurement Methods for Data-Scarce Environments," GLO Discussion Paper Series 179, Global Labor Organization (GLO).
- Hai-Anh Dang & Dean Jolliffe & Calogero Carletto, 2018. "Data gaps, data incomparability, and data imputation: A review of poverty measurement methods for data-scarce environments," Working Papers 456, ECINEQ, Society for the Study of Economic Inequality.
- Lai, Peng & Wang, Qihua, 2014. "Semiparametric efficient estimation for partially linear single-index models with responses missing at random," Journal of Multivariate Analysis, Elsevier, vol. 128(C), pages 33-50.
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Keywords
noise-aware; missing data; multiple imputation; regression prediction; Markov chain;All these keywords.
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