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This paper applies conformal prediction techniques to compute simultaneous prediction bands and clustering trees for functional data.
Clustering Algorithms
Hartigan, J. (1975) · 1975
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Mean shift, mode seeking, and clustering
Cheng, Y. (1995) · 1995
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Functional Data Analysis
Ramsay, J., & Silverman, B. (1997) · 1997
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Nonparametric curve estimation: methods, theory and applications
Efromovich, S. (1999) · 1999
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The bagplot: a bivariate boxplot
Rousseeuw, P. J., Ruts, I., & Tukey, J. W. (1999) · 1999
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Clustering for sparsely sampled functional data
James, G. M., & Sugar, C. A. (2003) · 2003
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Clustering functional data
Tarpey, T., & Kinateder, K. K. J. (2003) · 2003
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Algorithmic Learning in a Random World
Vovk, V., Gammerman, A., & Shafer, G. (2005) · 2005
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Functional data analysis for sparse longitudinal data
Yao, F., Müller, H.-G., & Wang, J.-L. (2005) · 2005
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Nonparametric functional data analysis: theory and practice
Ferraty, F., & Vieu, P. (2006) · 2006
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Robust estimation and classification for functional data via projection-based depth notions
Cuevas, A., Febrero, M., & Fraiman, R. (2007) · 2007
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Outlier detection in functional data by depth measures, with application to identify abnormal nox levels
Febrero, M., Galeano, P., & González-Manteiga, W. (2008) · 2008
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A tutorial on conformal prediction
Shafer, G., & Vovk, V. (2008) · 2008
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Curve prediction and clustering with mixtures of gaussian process functional regression models
Shi, J., & Wang, B. (2008) · 2008
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Detecting and handling outlying trajectories in irregularly sampled functional datasets
Clustering functional data using wavelets
Antoniadis, A., Xavier Brossat, J. C., & Poggi, J. (2010) · 2010
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Rainbow plots, bagplots, and boxplots for functional data
Hyndman, R. J., & Shang, H. L. (2010) · 2010
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Generalized density clustering
Rinaldo, A., & Wasserman, L. (2010) · 2010
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Functional boxplots
Sun, Y., & Genton, M. G. (2011) · 2011
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Componentwise classification and clustering of functional data
Delaigle, A., Hall, P., & Bathia, N. (2012) · 2012
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Stability of density-based clustering
Rinaldo, A., Singh, A., Nugent, R., & Wasserman, L. (2012) · 2012
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Gervini, D. (2009) · 2009
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The Elements of Statistical Learning
Hastie, T., Tibshirani, R., & Friedman, J. (2009) · 2009
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On the concept of depth for functional data
López-Pintado, S., & Romo, J. (2009) · 2009
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Lei, J., Robins, J., & Wasserman, L. (2013) · 2013
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Distribution free prediction bands for nonparametric regression
Lei, J., & Wasserman, L. (2013) · 2013
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