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IJCAI International Joint Conference on Artificial Intelligence, ISSN 1045-0823, 2015, Volume 2015-, pp. 4289 - 4295
Conference Proceeding
Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, 04/2013, Volume 110, Issue 15, p. 5939
  Microbial rhodopsins were recently introduced as genetically encoded fluorescent indicators of membrane voltage. An understanding of the mechanism underlying... 
Proteins | Membranes | E coli | Microbiology | Spectrum analysis | Fluorescence
Journal Article
01/2016, ISBN 0355031280
This thesis presents five contributions to machine learning, with themes of differentiability and Bayesian inference. We present Firefly Monte Carlo, an... 
Computer science | Statistics | Physics
Dissertation
Journal of the American Chemical Society, ISSN 0002-7863, 02/2014, Volume 136, Issue 6, pp. 2529 - 2537
Journal Article
Advances in Neural Information Processing Systems, ISSN 1049-5258, 2015, Volume 2015-, pp. 2224 - 2232
Conference Proceeding
Physical Review A - Atomic, Molecular, and Optical Physics, ISSN 1050-2947, 03/2013, Volume 87, Issue 3
Frequency standards based on atomic states, such as Rb or Cs vapors, or single-trapped ions, are the most precise measures of time. Here we propose and analyze... 
LATTICE CLOCK | ATOMIC CLOCK | NUCLEAR-SPIN | PHYSICS, ATOMIC, MOLECULAR & CHEMICAL | READOUT | OPTICAL CLOCKS | OPTICS
Journal Article
Uncertainty in Artificial Intelligence - Proceedings of the 30th Conference, UAI 2014, 2014, pp. 543 - 552
Conference Proceeding
03/2014
Markov chain Monte Carlo (MCMC) is a popular and successful general-purpose tool for Bayesian inference. However, MCMC cannot be practically applied to large... 
Journal Article
04/2015
We show that unconverged stochastic gradient descent can be interpreted as a procedure that samples from a nonparametric variational approximate posterior... 
Journal Article
02/2015
Tuning hyperparameters of learning algorithms is hard because gradients are usually unavailable. We compute exact gradients of cross-validation performance... 
Journal Article
09/2015
We introduce a convolutional neural network that operates directly on graphs. These networks allow end-to-end learning of prediction pipelines whose inputs are... 
Journal Article
01/2015
Various aspects of the present invention are generally directed to systems and methods for imaging at high spatial and/or temporal resolutions. In one aspect,... 
TESTING | OPTICAL ELEMENTS, SYSTEMS, OR APPARATUS | INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIRCHEMICAL OR PHYSICAL PROPERTIES | MEASURING | PHYSICS | OPTICS
Patent
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