Kernel Autocovariance Operators of Stationary Processes: Estimation and Convergence

2 April 2020

Papers citing "Kernel Autocovariance Operators of Stationary Processes: Estimation and Convergence"

26 / 26 papers shown

Title
Optimal Rates for Regularized Conditional Mean Embedding Learning Zhu Li Dimitri Meunier Mattes Mollenhauer Arthur Gretton 47 49 0 02 Aug 2022
Nonparametric approximation of conditional expectation operators Mattes Mollenhauer P. Koltai 59 17 0 23 Dec 2020
A Measure-Theoretic Approach to Kernel Conditional Mean Embeddings Junhyung Park Krikamol Muandet 54 80 0 10 Feb 2020
A Rigorous Theory of Conditional Mean Embeddings I. Klebanov Ingmar Schuster T. Sullivan 43 40 0 02 Dec 2019
High-probability bounds for the reconstruction error of PCA Cassandra Milbradt Martin Wahl 29 9 0 24 Sep 2019
Learning low-dimensional state embeddings and metastable clusters from time series data Yifan Sun Yaqi Duan Hao Gong Mengdi Wang AI4TS 15 19 0 01 Jun 2019
A kernel-based approach to molecular conformation analysis Stefan Klus A. Bittracher Ingmar Schuster Christof Schütte 30 26 0 28 Sep 2018
Counterfactual Mean Embeddings Krikamol Muandet Motonobu Kanagawa Sorawit Saengkyongam S. Marukatat CML OffRL 44 39 0 22 May 2018
Approximation beats concentration? An approximation view on inference with smooth radial kernels M. Belkin 77 69 0 10 Jan 2018
Concentration of weakly dependent Banach-valued sums and applications to statistical learning methods Gilles Blanchard O. Zadorozhnyi 13 7 0 05 Dec 2017
Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert Spaces Stefan Klus Ingmar Schuster Krikamol Muandet 53 121 0 05 Dec 2017
Variational approach for learning Markov processes from time series data Hao Wu Frank Noé BDL AI4TS 22 261 0 14 Jul 2017
Non-asymptotic upper bounds for the reconstruction error of PCA M. Reiß Martin Wahl 62 55 0 13 Sep 2016
Uncertain programming model for multi-item solid transportation problem Hasan Dalman 72 732 0 31 May 2016
Normal approximation and concentration of spectral projectors of sample covariance V. Koltchinskii Karim Lounici 43 70 0 28 Apr 2015
A Bernstein-type Inequality for Some Mixing Processes and Dynamical Systems with an Application to Learning H. Hang Ingo Steinwart 47 51 0 13 Jan 2015
Asymptotics and Concentration Bounds for Bilinear Forms of Spectral Projectors of Sample Covariance V. Koltchinskii Karim Lounici 102 90 0 20 Aug 2014
On the Complexity of Best Arm Identification in Multi-Armed Bandit Models E. Kaufmann Olivier Cappé Aurélien Garivier 112 1,021 0 16 Jul 2014
A useful variant of the Davis--Kahan theorem for statisticians Yi Yu Tengyao Wang R. Samworth 64 571 0 04 May 2014
Hilbert Space Embeddings of Predictive State Representations Byron Boots Geoffrey J. Gordon Arthur Gretton 74 95 0 26 Sep 2013
Fourier analysis of stationary time series in function space V. Panaretos Shahin Tavakoli 44 144 0 09 May 2013
Dynamic Functional Principal Component Siegfried Hormann Łukasz Kidziński Marc Hallin 83 202 0 26 Oct 2012
Hilbert Space Embeddings of POMDPs Yu Nishiyama Abdeslam Boularias Arthur Gretton Kenji Fukumizu 62 52 0 16 Oct 2012
Modelling transition dynamics in MDPs with RKHS embeddings Steffen Grunewalder Guy Lever Luca Baldassarre Massimiliano Pontil Arthur Gretton 66 131 0 18 Jun 2012
Conditional mean embeddings as regressors - supplementary Steffen Grunewalder Guy Lever Luca Baldassarre Sam Patterson Arthur Gretton Massimiliano Pontil 102 144 0 21 May 2012
Weakly dependent functional data Siegfried Hormann P. Kokoszka 58 360 0 05 Oct 2010