22 results
(View BibTeX file of all listed publications)

**Probabilistic Solutions To Ordinary Differential Equations As Non-Linear Bayesian Filtering: A New Perspective**
*ArXiv preprint 2018*, arXiv:1810.03440 [stat.ME], October 2018 (article)

**Convergence Rates of Gaussian ODE Filters**
*arXiv preprint 2018*, arXiv:1807.09737 [math.NA], July 2018 (article)

**Nonlinear decoding of a complex movie from the mammalian retina**
*PLOS Computational Biology*, 14(5):1-27, Public Library of Science, May 2018 (article)

**Gaussian Processes and Kernel Methods: A Review on Connections and Equivalences**
*Arxiv e-prints*, arXiv:1805.08845v1 [stat.ML], 2018 (article)

**A physical model for efficient ranking in networks**
*Science Advances*, 4(7), American Association for the Advancement of Science, 2018 (article)

**Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference**
*Arxiv e-prints*, arXiv:1805.08845v1 [stat.ML], 2018 (article)

**Model-based Kernel Sum Rule: Kernel Bayesian Inference with Probabilistic Models**
*Arxiv e-prints*, arXiv:1409.5178v2 [stat.ML], 2018 (article)

**A probabilistic model for the numerical solution of initial value problems**
*Statistics and Computing*, Springer US, 2018 (article)

**AreWater Smart Landscapes’ Contagious? An epidemic approach on networks to study peer effects**
*Networks and Spatial Economics (NETS)*, pages: 1572-9427, 2018 (article)

**Analytical incorporation of fractionation effects in probabilistic treatment planning for intensity-modulated proton therapy**
*Medical Physics*, 2018 (article)

**Matrix product algorithm for stochastic dynamics on networks applied to nonequilibrium Glauber dynamics**
*Physical Review E*, 97(1):010104, APS, 2018 (article)

**Probabilistic Interpretation of Linear Solvers**
*SIAM Journal on Optimization*, 25(1):234-260, 2015 (article)

**The average number of distinct sites visited by a random walker on random graphs**
*Journal of Physics A: Mathematical and Theoretical*, 48(20):205004, IOP Publishing, 2015 (article)

**The edge-disjoint path problem on random graphs by message-passing**
*PloS one*, 10(12):e0145222, Public Library of Science, 2015 (article)

**Probabilistic numerics and uncertainty in computations**
*Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences*, 471(2179), 2015 (article)

**Non-equilibrium statistical mechanics of the heat bath for two Brownian particles : Internal degrees of freedom found where there shouldn’t be (Special Issue on New Challenges in Complex Systems Science)**
*理工研報告特集号 : ASTE : advances in science, technology and environmentology : special issue*, 11, pages: 111-113, 早稲田大学理工学術院総合研究所 (理工学研究所), March 2015 (article)

**Novel plasticity rule can explain the development of sensorimotor intelligence**
*Proceedings of the National Academy of Sciences*, 112(45):E6224-E6232, 2015 (article)

**Quantifying Emergent Behavior of Autonomous Robots**
*Entropy*, 17(10):7266, 2015 (article)

**Entropy Search for Information-Efficient Global Optimization**
*Journal of Machine Learning Research*, 13, pages: 1809-1837, -, June 2012 (article)

**Variants of guided self-organization for robot control**
*Theory in Biosci.*, 131(3):129-137, Springer Berlin / Heidelberg, 2012 (article)

**The Playful Machine - Theoretical Foundation and Practical Realization of Self-Organizing Robots**
Springer, Berlin Heidelberg, 2012 (book)

**Point-spread functions for backscattered imaging in the scanning electron microscope **
*Journal of Applied Physics *, 102(12):1-8, December 2007 (article)