Full Length Research Paper
References
Awange JL, Ferreira VG, Forootan E, Andam-Akorful SA, Agutu NO, He XF (2016). Uncertainties in remotely sensed precipitation data over Africa. International Journal of Climatology 36(1):303-323. |
|
Bao X, Zhang F (2012). Evaluation of NCEP/CFSR, NCEP/NCAR, ERA- Interim and ERA-40 reanalysis datasets against independent sounding observations over the Tibetan Plateau. Journal of Climate 26(1):206-214. |
|
Barbier J, Guichard F, Bouniol D, Couvreux F, Roehrig R (2018). Detection of intra seasonal large-scale heat waves: Characteristics and historical trends during the Sahelian spring. Journal of Climate 31(1):61-80. |
|
Beaulieu C, Ouarda TB, Seidou O (2007). Synthèse des techniques d'homogénéisation des series climatiques et analyse d'applicabilité aux séries de précipitations. Hydrological Sciences Journal 52(1):18-37. |
|
Bousri I, Salah SA, Arab BM (2021). Validation d'une méthode d'imputation de données manquantes pour la reconstitution des séries de température. JAMA 5:28-32. |
|
Buuren SV, Groothuis-Oudshoorn K (2011). mice: Multivariate imputation by chained equations in R. Journal of Statistical Software 45:1-67. |
|
Chaney NW, Sheffield J, Villarini G, Wood EF (2014). Development of a high-resolution gridded daily meteorological dataset over sub-Saharan Africa: Spatial analysis of trends in climate extremes. Journal of Climate 27(15):5815-5835. |
|
Costa RL, Barros Gomes H, Cavalcante Pinto DD, da Rocha Júnior RL, dos Santos Silva FD, Barros Gomes H, Luís Herdies D (2021). Gap Filling and Quality Control Applied to Meteorological Variables Measured in the Northeast Region of Brazil. Atmosphere 12(10):1278. |
|
Davey A, Shanahan MJ, Schafer JL (2001). Correcting for selective non response in the National Longitudinal Survey of Youth using multiple imputation. Journal of Human Resources, pp. 500-519. |
|
Diallo FB (2018). Simulations multi-échelles couplées de la saisonnalité des vagues de chaleur et des pluies de mousson en Afrique de l'ouest. Thèse de Doctorat, Université Pierre et Marie Curie, Sorbonne, France. |
|
Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Vitart F (2011). The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Journal of the Royal Meteorological Society 137(656):553-597. |
|
De Longueville F, Hountondji YC, Kindo I, Gemenne F, Ozer P (2016). Long-term analysis of rainfall and temperature data in Burkina Faso (1950-2013). International Journal of Climatology 36(13):4393-4405. |
|
Diouf S, Deme A, Deme EH (2022). Imputation methods for missing values: the case of Senegalese meteorological data. African Journal of Applied Statistics 9(1):1245-1278. |
|
Dixneuf P, Errico F, Glaus M (2021). A computational study on imputation methods for missing environmental data. arXiv preprint arXiv:2108.09500 |
|
Dunn RJ, Willett KM, Thorne PW, Woolley EV, Durre I, Dai A, Parker DE, Vose RS (2012). HadISD: A quality-controlled global synoptic report database for selected variables at long-term stations from 1973-2011. Climate of the Past 8(5):1649-1679. |
|
Easterling DR, Horton B, Jones PD, Peterson TC, Karl TR, Parker DE, Folland CK (1997). Maximum and minimum temperature trends for the globe. Science 277(5324):364-367. |
|
Gupta HV, Kling H, Yilmaz KK, Martinez GF (2009). Decomposition of the mean squared error and NSE performance criteria: implications for improving hydrological modelling. Journal of Hydrology 377(1-2):80-91. |
|
Hersbach H, Bell B, Berrisford P, Hirahara S, Horányi A, Muñoz-Sabater J, Thépaut JN (2020). The ERA5 Global Reanalysis, QJ Roy. Meteoritical Society 146 (730):1999-2049. |
|
Josse J, Husson F (2016). missMDA: APackage for Handling Missing Values in Multivariate Data Analysis. Journal of statistical software 70:1-31. |
|
Karl TR, Jones PD, Knight RW, Kukla G, Plummer N, Razuvayev V, Peterson TC (1993). A New Perspective on Recent Global Warming: Asymmetric Trends of Daily Maximum and Minimum Temperature. Bulletin of the American Meteorological Society 74(6):1007-1023. |
|
Kertali F (2019). Étude de comblement de lacunes: Cas des séries pluviométriques observées du réseau de l'ONM. JAMA, pp. 49-58. |
|
Kling H, Fuchs M, Paulin M (2012). Runoff conditions in the upper Danube basin under an ensemble of climate change scenarios. Journal of Hydrology 424:264-277. |
|
Kowarik A, Templ M (2016). Imputation with the R package VIM. Journal of Statistical Software 74(7):1-16. |
|
Lotsi A, Asiedou L, Katsekpor J (2017). Comparison of Imputation Methods for Missing Values in Longitudinal Data Under Missing Completely at Random (MCAR) Mechanism. African Journal of Applied Statistics 4(1):241-258. |
|
Melsen LA, Teuling AJ, Torfs PJ, Zappa M, Mizukami N, Mendoza PA, Clark MP, Uijlenhoet R (2019). Subjective modeling decisions can significantly impact the simulation of flood and drought events. Journal of Hydrology 568:1093-1104. |
|
Moritz S, Bartz-Beielstein T (2017). imputeTS: Time Series Missing Value Imputation in R. The R Journal 9(1):207-218. |
|
Moron V, Oueslati B, Pohl B, Rome S, Janicot S (2016). Trends of mean temperatures and warm extremes in Northern Tropical Africa (1961-2014) from observed and PPCA-reconstructed time series. Journal of Geophysical Research: Atmospheres 121(10):5298-5319. |
|
Nakazawa T, Matsueda M (2017). Relationship between meteorological variables/ dust and the number of meningitis cases in Burkina Faso. Meteorological Applications 24(3):423-431. |
|
Niass O, Diongue AK, Touré A (2015). Analysis of missing data in sereo-epidemiologic studies. African Journal of Applied Statistics 2(1):29-37. |
|
Osuch M, Romanowicz RJ, Booij MJ (2015). The influence of parametric uncertainty on the relationships between HBV model parameters and climatic characteristics. Hydrological Sciences Journal 60(7-8):1299-1316. |
|
Rienecker MM, Suarez MJ, Gelaro R, Todling R, Bacmeister J, Liu E, Woollen J (2011). MERRA-NASA's Modern-Era Retrospective Analysis for Research and Applications. Journal of Climate 24(14):3624-3648. |
|
Sagna P (2007). Caractéristique climatiques. Atlas du Sénégal, Paris, Les éditions J.A, pp. 66-69. |
|
Saha S, Moorthi S, Pan HL, Wu X, Wang J, Nadiga S, Goldberg M (2010). The NCEP Climate Forecast System Reanalysis. Bulletin of the American Meteorological Society 91(8):1015-1058. |
|
Schafer JL, Graham JW (2002). Missing Data: Our View of the State of the Art. Psychological Methods 7(2):147-177. |
|
Soltani K, Haouari M (2017). Reconstitution des séries mensuelles de températures maximales et minimales sur l'ouest Algérien. JAMA 1:83-87. |
|
Stekhoven DJ (2011). Using the missForest package. R package pp. 1-11. |
|
Stekhoven DJ, Bühlmann P (2012). Missforest-Non-parametric missing value imputation for mixed-type data. Bioinformatics 28(1):112-118. |
|
Taylor KE (2001). Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research Atmospheres 106:7183-7192. |
|
Yozgatligil C, Aslan S, Iyigun C, Batmaz I (2013). Comparison of missing value imputation methods in time series: The case of Turkish meteorological data. Theoretical and Applied Climatology 112(1-2):143-167. |
Copyright © 2024 Author(s) retain the copyright of this article.
This article is published under the terms of the Creative Commons Attribution License 4.0