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For: JingYuan LIU, Wei ZHONG, RunZe LI. A selective overview of feature screening for ultrahigh-dimensional data. Sci China Math 2015;58:2033-2054. [PMID: 26779257 PMCID: PMC4711389 DOI: 10.1007/s11425-015-5062-9] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/21/2023]
Number Cited by Other Article(s)
1
Lyu R, Qu Y, Divaris K, Wu D. Methodological Considerations in Longitudinal Analyses of Microbiome Data: A Comprehensive Review. Genes (Basel) 2023;15:51. [PMID: 38254941 PMCID: PMC11154524 DOI: 10.3390/genes15010051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 12/22/2023] [Accepted: 12/26/2023] [Indexed: 01/24/2024]  Open
2
Lee ER, Park S, Lee SK, Hong HG. Quantile forward regression for high-dimensional survival data. LIFETIME DATA ANALYSIS 2023;29:769-806. [PMID: 37393569 DOI: 10.1007/s10985-023-09603-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 05/17/2023] [Indexed: 07/04/2023]
3
Liu Y, Li G. Sure Joint Screening for High Dimensional Cox's Proportional Hazards Model Under the Case-Cohort Design. J Comput Biol 2023;30:663-677. [PMID: 37140454 PMCID: PMC10282795 DOI: 10.1089/cmb.2022.0416] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]  Open
4
Zhang L, Song X. Ultrahigh dimensional single index model estimation via refitted cross-validation. COMMUN STAT-THEOR M 2023. [DOI: 10.1080/03610926.2023.2179881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/27/2023]
5
Li T, Yu J, Meng C. Scalable model-free feature screening via sliced-Wasserstein dependency. J Comput Graph Stat 2023. [DOI: 10.1080/10618600.2023.2183213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/25/2023]
6
Chen J, Bie R, Qin Y, Li Y, Ma S. Lq-based robust analytics on ultrahigh and high dimensional data. Stat Med 2022;41:5220-5241. [PMID: 36098057 DOI: 10.1002/sim.9563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Revised: 06/02/2022] [Accepted: 08/02/2022] [Indexed: 11/10/2022]
7
Forward variable selection for ultra-high dimensional quantile regression models. ANN I STAT MATH 2022. [DOI: 10.1007/s10463-022-00849-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022]
8
Ke H, Ren Z, Qi J, Chen S, Tseng GC, Ye Z, Ma T. High-dimension to high-dimension screening for detecting genome-wide epigenetic and noncoding RNA regulators of gene expression. Bioinformatics 2022;38:4078-4087. [PMID: 35856716 PMCID: PMC9438953 DOI: 10.1093/bioinformatics/btac518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 06/29/2022] [Accepted: 07/19/2022] [Indexed: 12/24/2022]  Open
9
Hyde R, O'Grady L, Green M. Stability selection for mixed effect models with large numbers of predictor variables: A simulation study. Prev Vet Med 2022;206:105714. [PMID: 35843027 DOI: 10.1016/j.prevetmed.2022.105714] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 07/08/2022] [Accepted: 07/10/2022] [Indexed: 10/17/2022]
10
Zhao S, Fu G. Distribution-free and model-free multivariate feature screening via multivariate rank distance correlation. J MULTIVARIATE ANAL 2022. [DOI: 10.1016/j.jmva.2022.105081] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
11
Quantum secure privacy preserving technique to obtain the intersection of two datasets for contact tracing. JOURNAL OF INFORMATION SECURITY AND APPLICATIONS 2022. [DOI: 10.1016/j.jisa.2022.103127] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
12
Statistical Methods with Applications in Data Mining: A Review of the Most Recent Works. MATHEMATICS 2022. [DOI: 10.3390/math10060993] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
13
Epistasis Detection via the Joint Cumulant. STATISTICS IN BIOSCIENCES 2022. [DOI: 10.1007/s12561-022-09336-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
14
Manthena V, Jarquín D, Howard R. Integrating and optimizing genomic, weather, and secondary trait data for multiclass classification. Front Genet 2022;13:1032691. [PMID: 37065625 PMCID: PMC10090538 DOI: 10.3389/fgene.2022.1032691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2022] [Accepted: 12/22/2022] [Indexed: 04/18/2023]  Open
15
Nandy D, Chiaromonte F, Li R. Covariate Information Number for Feature Screening in Ultrahigh-Dimensional Supervised Problems. J Am Stat Assoc 2022;117:1516-1529. [PMID: 36172297 PMCID: PMC9512254 DOI: 10.1080/01621459.2020.1864380] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
16
Yang YF, Chen B, Xing LL, Chen JB, Xue HB, Guo KX. Controllable four-wave mixing in an atom–optical cavity coupling system with a second-order nonlinear crystal. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B 2022;39:46. [DOI: 10.1364/josab.444507] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Accepted: 11/16/2021] [Indexed: 09/01/2023]
17
RHDSI: A novel dimensionality reduction based algorithm on high dimensional feature selection with interactions. Inf Sci (N Y) 2021. [DOI: 10.1016/j.ins.2021.06.096] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
18
Chen X, Li C, Zhang T, Gao Z. On correlation rank screening for ultra-high dimensional competing risks data. J Appl Stat 2021;49:1848-1864. [DOI: 10.1080/02664763.2021.1884209] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
19
Lima E, Hyde R, Green M. Model selection for inferential models with high dimensional data: synthesis and graphical representation of multiple techniques. Sci Rep 2021;11:412. [PMID: 33431921 PMCID: PMC7801732 DOI: 10.1038/s41598-020-79317-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2020] [Accepted: 12/07/2020] [Indexed: 12/18/2022]  Open
20
Forward variable selection for sparse ultra-high-dimensional generalized varying coefficient models. JAPANESE JOURNAL OF STATISTICS AND DATA SCIENCE 2020. [DOI: 10.1007/s42081-020-00090-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
21
Liu W, Ke Y, Liu J, Li R. Model-Free Feature Screening and FDR Control With Knockoff Features. J Am Stat Assoc 2020. [DOI: 10.1080/01621459.2020.1783274] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
22
Hong HG, Chen X, Kang J, Li Y. The Lq- NORM LEARNING FOR ULTRAHIGH-DIMENSIONAL SURVIVAL DATA: AN INTEGRATIVE FRAMEWORK. Stat Sin 2020;30:1213-1233. [PMID: 32742137 PMCID: PMC7394456 DOI: 10.5705/ss.202017.0537] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
23
Liu Y, Chen X. A new robust model-free feature screening method for ultra-high dimensional right censored data. COMMUN STAT-THEOR M 2020. [DOI: 10.1080/03610926.2020.1769672] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
24
Dai X, Fu G, Reese R. Detecting PCOS susceptibility loci from genome-wide association studies via iterative trend correlation based feature screening. BMC Bioinformatics 2020;21:177. [PMID: 32366216 PMCID: PMC7199379 DOI: 10.1186/s12859-020-3492-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2019] [Accepted: 04/13/2020] [Indexed: 01/18/2023]  Open
25
Wang L, Ma X, Zhang J. Feature screening for ultrahigh-dimensional additive logistic models. J Stat Plan Inference 2020. [DOI: 10.1016/j.jspi.2019.08.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
26
Chu W, Li R, Liu J, Reimherr M. FEATURE SELECTION FOR GENERALIZED VARYING COEFFICIENT MIXED-EFFECT MODELS WITH APPLICATION TO OBESITY GWAS. Ann Appl Stat 2020;14:276-298. [PMID: 32802245 PMCID: PMC7426018 DOI: 10.1214/19-aoas1310] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2023]
27
Yang G, Yang S, Li R. Feature Screening in Ultrahigh Dimensional Generalized Varying-coefficient Models. Stat Sin 2020;30:1049-1067. [PMID: 32982122 PMCID: PMC7516887 DOI: 10.5705/ss.202017.0362] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
28
Honda T. The de-biased group Lasso estimation for varying coefficient models. ANN I STAT MATH 2019. [DOI: 10.1007/s10463-019-00740-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
29
He Y, Zhang L, Ji J, Zhang X. Robust feature screening for elliptical copula regression model. J MULTIVARIATE ANAL 2019. [DOI: 10.1016/j.jmva.2019.05.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
30
Yang G, Yao W, Xiang S. Sure independence screening in ultrahigh dimensional generalized additive models. J Stat Plan Inference 2019. [DOI: 10.1016/j.jspi.2018.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
31
Wu C, Zhou F, Ren J, Li X, Jiang Y, Ma S. A Selective Review of Multi-Level Omics Data Integration Using Variable Selection. High Throughput 2019;8:E4. [PMID: 30669303 PMCID: PMC6473252 DOI: 10.3390/ht8010004] [Citation(s) in RCA: 114] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2018] [Revised: 12/24/2018] [Accepted: 01/10/2019] [Indexed: 01/02/2023]  Open
32
Zhang S, Pan J, Zhou Y. Robust conditional nonparametric independence screening for ultrahigh-dimensional data. Stat Probab Lett 2018. [DOI: 10.1016/j.spl.2018.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
33
Fang Y, Xu P, Yang J, Qin Y. A quantile regression forest based method to predict drug response and assess prediction reliability. PLoS One 2018;13:e0205155. [PMID: 30289891 PMCID: PMC6173405 DOI: 10.1371/journal.pone.0205155] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2017] [Accepted: 09/20/2018] [Indexed: 12/24/2022]  Open
34
Al-Fakih AM, Algamal ZY, Lee MH, Aziz M. A penalized quantitative structure-property relationship study on melting point of energetic carbocyclic nitroaromatic compounds using adaptive bridge penalty. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2018;29:339-353. [PMID: 29493376 DOI: 10.1080/1062936x.2018.1439531] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/02/2017] [Accepted: 02/07/2018] [Indexed: 06/08/2023]
35
Chen X. Model-free conditional feature screening for ultra-high dimensional right censored data. J STAT COMPUT SIM 2018. [DOI: 10.1080/00949655.2018.1466142] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
36
Liu Y, Chen X. Quantile screening for ultra-high-dimensional heterogeneous data conditional on some variables. J STAT COMPUT SIM 2017. [DOI: 10.1080/00949655.2017.1389944] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
37
Al-Fakih AM, Algamal ZY, Lee MH, Aziz M. A sparse QSRR model for predicting retention indices of essential oils based on robust screening approach. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2017;28:691-703. [PMID: 28976224 DOI: 10.1080/1062936x.2017.1375010] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/30/2017] [Accepted: 08/30/2017] [Indexed: 06/07/2023]
38
Habib G. Chemical and optical properties of PM2.5 from on-road operation of light duty vehicles in Delhi city. THE SCIENCE OF THE TOTAL ENVIRONMENT 2017;586:900-916. [PMID: 28238373 DOI: 10.1016/j.scitotenv.2017.02.070] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2016] [Revised: 01/26/2017] [Accepted: 02/08/2017] [Indexed: 06/06/2023]
39
Fu G, Wang G, Dai X. An adaptive threshold determination method of feature screening for genomic selection. BMC Bioinformatics 2017;18:212. [PMID: 28403836 PMCID: PMC5389084 DOI: 10.1186/s12859-017-1617-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2016] [Accepted: 03/28/2017] [Indexed: 11/10/2022]  Open
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