A Comparative Look at the Resilience of Discriminative and Generative Classifiers to Missing Data in Longitudinal Datasets
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Publisher
Springer Nature Singapore
Link
https://link.springer.com/content/pdf/10.1007/978-981-19-8746-5_10
Reference20 articles.
1. Blomberg, L.C., Hemerich, D., Ruiz, D.D.A.: Evaluating the performance of regression algorithms on datasets with missing data. Int. J. Bus. Intell. Data Min. 8(2), 105–131 (2013). https://doi.org/10.1504/IJBIDM.2013.057744
2. Bond-Taylor, S., Leach, A., Long, Y., Willcocks, C.G.: Deep generative modelling: a comparative review of VAEs, GANs, normalizing flows, energy-based and autoregressive models. IEEE Trans. Pattern Anal. Mach. Intell. 44(11), 7327–7347 (2022). https://doi.org/10.1109/TPAMI.2021.3116668
3. Bouchard, G.: Bias-variance tradeoff in hybrid generative-discriminative models. In: Wani, M.A., et al. (eds.) The Sixth International Conference on Machine Learning and Applications, ICMLA 2007, Cincinnati, Ohio, USA, 13-15 December 2007, pp. 124–129. IEEE Computer Society (2007). https://doi.org/10.1109/ICMLA.2007.85
4. Esfahani, S.N., Latifi, S.: Image generation with GANs-based techniques: a survey. Int. J. Comput. Sci. Inf. Technol 11, 33–50 (2019)
5. Gao, X., et al.: An ensemble imbalanced classification method based on model dynamic selection driven by data partition hybrid sampling. Expert Syst. Appl. 160, 113660 (2020). https://doi.org/10.1016/j.eswa.2020.113660
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