Computing Functions of Random Variables via Reproducing Kernel Hilbert
Space Representations

Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations

27 January 2015

Bernhard Schölkopf

Krikamol Muandet

ArXiv (abs)PDF HTML

Papers citing "Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations"

13 / 13 papers shown

Title
Trajectory Optimization Under Stochastic Dynamics Leveraging Maximum Mean Discrepancy Basant Sharma A. K. Singh 132 0 0 31 Jan 2025
From Statistical to Causal Learning Bernhard Schölkopf Julius von Kügelgen CML 100 46 0 01 Apr 2022
Non Holonomic Collision Avoidance of Dynamic Obstacles under Non-Parametric Uncertainty: A Hilbert Space Approach Unni Krishnan Anish Gupta Sasi Kiran Ajay Shrihari Vanshil Shah A. K. Singh Madhava Krishna 20 3 0 24 Dec 2021
A Measure-Theoretic Approach to Kernel Conditional Mean Embeddings Junhyung Park Krikamol Muandet 118 84 0 10 Feb 2020
A Kernel Mean Embedding Approach to Reducing Conservativeness in Stochastic Programming and Control Jia Jie Zhu Moritz Diehl Bernhard Schölkopf 39 8 0 28 Jan 2020
Dimensionality Reduction of Complex Metastable Systems via Kernel Embeddings of Transition Manifolds A. Bittracher Stefan Klus B. Hamzi P. Koltai Christof Schütte 68 22 0 18 Apr 2019
Solving Chance Constrained Optimization under Non-Parametric Uncertainty Through Hilbert Space Embedding Bharath Gopalakrishnan A. K. Singh K. M. Krishna Tianyi Zhou 110 23 0 22 Nov 2018
Counterfactual Mean Embeddings Krikamol Muandet Motonobu Kanagawa Sorawit Saengkyongam S. Marukatat CML OffRL 101 40 0 22 May 2018
MONK -- Outlier-Robust Mean Embedding Estimation by Median-of-Means M. Lerasle Z. Szabó Gaspar Massiot Guillaume Lecué 215 36 0 13 Feb 2018
Differentially Private Database Release via Kernel Mean Embeddings Matej Balog Ilya O. Tolstikhin Bernhard Schölkopf SyDa 144 38 0 04 Oct 2017
Characteristic and Universal Tensor Product Kernels Z. Szabó Bharath K. Sriperumbudur 179 72 0 28 Aug 2017
Sketching for Large-Scale Learning of Mixture Models Nicolas Keriven Anthony Bourrier Rémi Gribonval Patrick Pérez 76 75 0 09 Jun 2016
Uncertain programming model for multi-item solid transportation problem Hasan Dalman 152 749 0 31 May 2016