×

A selective overview of feature screening methods with applications to neuroimaging data. (English) Zbl 07909151


MSC:

62-08 Computational methods for problems pertaining to statistics
Full Text: DOI

References:

[1] Barut, E., Fan, J., & Maathuis, A. (2016). Conditional sure independence screening. Journal of the American Statistical Association, 111(515), 1266-1277.
[2] Cho, H., & Fryzlewicz, P. (2012). High dimensional variable selection via tilting. Journal of the Royal Statistical Society: Series B, 74(3), 593-622. · Zbl 1411.62183
[3] Cui, H., Li, R., & Zhong, W. (2015). Model‐free feature screening for ultrahigh dimensional discriminant analysis. Journal of the American Statistical Association, 110, 630641. · Zbl 1373.62305
[4] Di Martino, A., Yan, C.‐G., Li, Q., Denio, E., Castellanos, F. X., Alaerts, K., … Milham, M. P. (2014). The autism brain imaging data exchange: Towards a large‐scale evaluation of the intrinsic brain architecture in autism. Molecular Psychiatry, 19(6), 659-667.
[5] Fan, J., Feng, Y., & Song, R. (2011). Nonparametric independence screening in sparse ultrahigh‐dimensional additive models. Journal of the American Statistical Association, 106(494), 544-557. · Zbl 1232.62064
[6] Fan, J., & Lv, J. (2008). Sure independence screening for ultrahigh dimensional feature space. Journal of the Royal Statistical Society: Series B, 70(5), 849-911. · Zbl 1411.62187
[7] Fan, J., Samworth, R., & Wu, Y. (2009). Ultrahigh dimensional feature selection: Beyond the linear model. Journal of Machine Learning Research, 10, 2013-2038. · Zbl 1235.62089
[8] Fan, J., & Song, R. (2010). Sure independence screening in generalized linear models and np‐dimensionality. Annals of Statistics, 38(6), 3567-3604. · Zbl 1206.68157
[9] Hall, P., & Miller, R. (2009). Using generalized correlation to effect variable selection in very high dimensional. Journal of Computational and Graphical Statistics, 18, 533550.
[10] He, K., Kang, J., Hong, H. G., Zhu, J., Li, Y., Lin, H., …, Li, Y. (2018). Covariance‐insured screening. arXiv:1805.06595.
[11] He, X., Wang, L., & Hong, H. (2013). Quantile‐adaptive model‐free variable screening for high‐dimensional heterogeneous data. Annals of Statistics, 41(1), 342-369. · Zbl 1295.62053
[12] Hong, G., Kang, J., & Li, Y. (2017). Conditional screening for ultra‐high dimensional covariates with survival outcomes. Lifetime Data Analysis, 24, 45-71. · Zbl 1468.62386
[13] Jin, J., Zhang, C. H., & Zhang, Q. (2014). Optimality of graphlet screening in high dimensional variable selection. Journal of Machine Learning Research, 15, 2723-2772. · Zbl 1319.62139
[14] Kang, J., Hong, G., & Li, Y. (2017). Partition‐based ultrahigh‐dimensional variable screening. Biometrika, 104(4), 785-800. · Zbl 07072328
[15] Li, G., Peng, H., Zhang, J., & Zhu, L. (2012). Robust rank correlation based screening. Annals of Statistics, 40(3), 1846-1877. · Zbl 1257.62067
[16] Peng, J., Wang, P., Zhou, N., & Zhu, J. (2009). Partial correlation estimation by joint sparse regression models. Journal of the American Statistical Association, 104(486), 735-746. · Zbl 1388.62046
[17] Tzourio‐Mazoyer, N., Landeau, B., Papathanassiou, D., Crivello, F., Etard, O., Delcroix, N., … Joliot, M. (2002). Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single‐subject brain. NeuroImage, 15(1), 273{289.}
[18] Wang, X., & Leng, C. (2016). High dimensional ordinary least squares projection for screening variables. Journal of the Royal Statistical Society: Series B, 78(3), 589-611. · Zbl 1414.62313
[19] Whittaker, J. (1990). Graphical models in applied multivariate statistics. Wiley Series in Probability and Mathematical Statistics. Chichester: John Wiley & Sons. · Zbl 0732.62056
[20] Zhao, D. S., & Li, Y. (2012). Principled sure independence screening for cox models with ultra‐high‐dimensional covariates. Journal of Multivariate Analysis, 105(1), 397-411. · Zbl 1233.62173
[21] Zhao, D. S., & Li, Y. (2014). Score test variable screening. Biometrics, 70(4), 862-871. · Zbl 1393.62116
[22] Zhu, L., Li, L., Li, R., & Zhu, L. (2011). Model‐free feature screening for ultrahighdimensional data. Journal of the American Statistical Association, 106(496), 1464-1475. · Zbl 1233.62195
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.