Unsupervised Functional Data Analysis via Nonlinear Dimension Reduction

22 December 2020

Papers citing "Unsupervised Functional Data Analysis via Nonlinear Dimension Reduction"

11 / 11 papers shown

Title
Benchmarking time series classification -- Functional data vs machine learning approaches Florian Pfisterer Laura Beggel Xudong Sun Fabian Scheipl B. Bischl CML 37 15 0 18 Nov 2019
On the Intrinsic Dimensionality of Image Representations Sixue Gong Vishnu Boddeti Anil K. Jain 52 73 0 26 Mar 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 187 9,460 0 09 Feb 2018
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 74 1,013 0 28 Nov 2017
A New Method for Performance Analysis in Nonlinear Dimensionality Reduction Jiaxi Liang Shojaéddin Chenouri C. Small 22 5 0 16 Nov 2017
A robust algorithm for template curve estimation based on manifold embedding C. Dimeglio S. Gallón Jean-Michel Loubes Elie Maza 63 21 0 14 Jun 2013
A Plea for Neutral Comparison Studies in Computational Sciences A. Boulesteix M. Eugster 99 121 0 13 Aug 2012
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,456 0 24 Jun 2012
Nonlinear manifold representations for functional data Dong Chen Hans-Georg Müller 132 65 0 28 May 2012
Registration of Functional Data Using Fisher-Rao Metric Anuj Srivastava Wei Wu S. Kurtek E. Klassen J. S. Marron 79 230 0 19 Mar 2011
Manifold Learning: The Price of Normalization Y. Goldberg Alon Zakai D. Kushnir Yaácov Ritov 91 95 0 16 Jun 2008