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Journal of Computational and Graphical Statistics Volume 22, 2013 - Issue 2
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Articles: Classification

Functional Robust Support Vector Machines for Sparse and Irregular Longitudinal Data

Yichao Wu Department of Statistics, North Carolina State University, Raleigh, NC, 27695
&
Yufeng Liu Department of Statistics and Operations Research, Carolina Center for Genome Sciences, University of North Carolina, Chapel Hill, NC, 27599
Pages 379-395 | Received 01 Dec 2010, Published online: 30 May 2013

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Peijun Sang, Adam B. Kashlak & Linglong Kong. (2023) A Reproducing Kernel Hilbert Space Framework for Functional Classification. Journal of Computational and Graphical Statistics 32:3, pages 1000-1008.
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Hyunsung Kim & Yaeji Lim. (2022) Bootstrap aggregated classification for sparse functional data. Journal of Applied Statistics 49:8, pages 2052-2063.
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Emily C. Lydon, Emily R. Ko & Ephraim L. Tsalik. (2018) The host response as a tool for infectious disease diagnosis and management. Expert Review of Molecular Diagnostics 18:8, pages 723-738.
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Emily R Ko, William E Yang, Micah T McClain, Christopher W Woods, Geoffrey S Ginsburg & Ephraim L Tsalik. (2015) What was old is new again: using the host response to diagnose infectious disease. Expert Review of Molecular Diagnostics 15:9, pages 1143-1158.
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Guoyu Guan, Jianhua Guo & Hansheng Wang. (2014) Varying Naïve Bayes Models With Applications to Classification of Chinese Text Documents. Journal of Business & Economic Statistics 32:3, pages 445-456.
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Tianle Chen, Yuanjia Wang, Huaihou Chen, Karen Marder & Donglin Zeng. (2014) Targeted Local Support Vector Machine for Age-Dependent Classification. Journal of the American Statistical Association 109:507, pages 1174-1187.
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Articles from other publishers (17)

Peijun Sang. (2023) Distance‐weighted discrimination for functional data. Stat 12:1.
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Shuoyang Wang, Yuan Huang & Guanqun Cao. (2023) Review on functional data classification. WIREs Computational Statistics.
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Xinyi Zuo & Yi Jiang. (2022) Solution methodologies for minimizing a sum of pointwise minima of two functions. Optimization Letters 17:1, pages 75-87.
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James Matuk, Karthik Bharath, Oksana Chkrebtii & Sebastian Kurtek. (2021) Geometric empirical Bayesian model for classification of functional data under diverse sampling regimes. Geometric empirical Bayesian model for classification of functional data under diverse sampling regimes.
文武 徐. (2021) Research Progress on Diagnostic Markers of Pneumonia. Advances in Clinical Medicine 11:10, pages 4789-4802.
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Ci‐Ren Jiang & Lu‐Hung Chen. (2020) Filtering‐based approaches for functional data classification. WIREs Computational Statistics 12:4.
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Yi-Chen Zhang & Lyudmila Sakhanenko. (2019) The naive Bayes classifier for functional data. Statistics & Probability Letters 152, pages 137-146.
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Lu-Hung Chen & Ci-Ren Jiang. (2018) Sensible functional linear discriminant analysis. Computational Statistics & Data Analysis 126, pages 39-52.
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Zachary E. Holcomb & Ephraim L. Tsalik. 2018. Advanced Techniques in Diagnostic Microbiology. Advanced Techniques in Diagnostic Microbiology 235 259 .
Pai-Ling Li, Jeng-Min Chiou & Yu Shyr. (2017) Functional data classification using covariate-adjusted subspace projection. Computational Statistics & Data Analysis 115, pages 21-34.
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Hao Helen Zhang. (2016) Comments on: Probability enhanced effective dimension reduction for classifying sparse functional data. TEST 25:1, pages 47-51.
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Fang Yao, Yichao Wu & Jialin Zou. (2016) Probability-enhanced effective dimension reduction for classifying sparse functional data. TEST 25:1, pages 1-22.
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Xiaolei Fang, Rensheng Zhou & Nagi Gebraeel. (2015) An adaptive functional regression-based prognostic model for applications with missing data. Reliability Engineering & System Safety 133, pages 266-274.
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William E. Yang, Christopher W. Woods & Ephraim L. Tsalik. 2015. Current and Emerging Technologies for the Diagnosis of Microbial Infections. Current and Emerging Technologies for the Diagnosis of Microbial Infections 465 500 .
Aimee K. Zaas, Bronwen H. Garner, Ephraim L. Tsalik, Thomas Burke, Christopher W. Woods & Geoffrey S. Ginsburg. (2014) The current epidemiology and clinical decisions surrounding acute respiratory infections. Trends in Molecular Medicine 20:10, pages 579-588.
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Matthew Avery, Yichao Wu, Hao Helen Zhang & Jiajia Zhang. (2014) RKHS-based functional nonparametric regression for sparse and irregular longitudinal data. Canadian Journal of Statistics 42:2, pages 204-216.
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Guoyu Guan, Jianhua Guo & Hansheng Wang. (2015) Varying Naive Bayes Models with Applications to Classification of Chinese Text Documents. SSRN Electronic Journal.
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