Research Apps:
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Regularized multivariate functional Principal Component Analysis (ReMFPCA)
- "Regularized multivariate functional Principal Component Analysis", Under Revision
- Package on GitHub and CRAN
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Functional Singular Spectrum Analysis (FSSA) and Multivariate Functional Singular Spectrum Analysis (MFSSA)
- "Rfssa: An R Package for functional singular spectrum analysis", The R Journal, Accepted, (2024)
- "Functional time series forecasting: Functional singular spectrum analysis approaches", Stat, Vol. 12, e621, (2023)
- "Multivariate functional Singular Spectrum Analysis: A nonparametric approach for analyzing multivariate functional time series", a book chapter in Springer, ISSN: 2524-7735, 187-221, (2022)
- "Functional singular spectrum analysis", Stat (Special Issue in Statistics and Data Science), Vol. 10, e330, (2021)
- Package on GitHub and CRAN
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Nonparametric Collective Spectral Density Estimation (NCSDE) and Multivariate NCSDE (MNCSDE)
- "Collective spectral density estimation and clustering for spatially-correlated data", Spatial Statistics, Vol. 38, 100451, (2020)
- "Nonparametric collective spectral density estimation with an application to clustering the brain signals", Statistics in Medicine, Vol. 37(30), 4789-4806, (2018)
- Package on GitHub
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Genome-Wide Identity-by-Descent (GWID)
- "GWID: A new Genome-Wide identity-by-descent visualization and analysis tool for disease gene mapping", To be submitted to Bioinformatics
- Package on GitHub
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Penelized Spline Collective Density Estimation (PSCDE)
- "Protein structure classification and loop modeling using multiple Ramachandran distributions", Computational and Structural Biotechnology, Vol. 15, 243-254 (2017)
- "Collective estimation of multiple bivariate density functions with application to angular-sampling-based protein loop modeling", Journal of the American Statistical Association, Vol. 111, No. 513, 43-56, (2016)
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Skewed Empirical Bayesian (SEB) approach in multiple hyp. test
- "Empirical Bayesian approach to testing multiple hypotheses with separate priors for left and right alternatives", Statistical Applications in Genetics and Molecular Biology, Vol.17(4), A20180002, (2018)
- "Testing multiple hypotheses with skewed alternatives", Biometrics, Vol. 72, No. 2, 494-502, (2016)
Transformed Functional PCA (FPCA.t) (FDA-FPCA)
- "Integrating data transformation in principal components analysis", Journal of Computational and Graphical Statistics, Vol.24, No.1, 84-103, (2015)
LagSVD
- "Assessing protein conformational sampling methods based on bivariate lag-distributions of backbone angles", Brief. in Bioinformatics, Vol.14(6), 724-736, (2013)
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1 / 13 LagSVD
2 / 13 FSSA
3 / 13 NCSDE
4 / 13 GWID
5 / 13 PSCDE
6 / 13 SEB
7 / 13 FDA-FPCA
8 / 13 LagSVD
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9 / 13 Distribution Calculator
10 / 13 Distribution Calculator
11 / 13 Regression
12 / 13 EM Algorithm
13 / 13 FDA-FPCA
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