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1Probabilistic forecasts of extreme heatwaves using convolutional neural networks in a regime of lack of data
http://hal.science/hal-04124796
8 months ago by @attika
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Probabilistic
convolutional
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neural
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1PPL APIs
https://colcarroll.github.io/ppl-api/
4 years ago by @becker
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ppl
probabilistic
programming
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1Bayesian Methods for Hackers
Bayesian Methods for Hackers : An intro to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view.
4 years ago by @hotho
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bayesian
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hacker
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1Bayesian Neural Network Series Post 2: Background Knowledge
https://medium.com/neuralspace/bayesian-neural-network-series-post-2-background-knowledge-fdec6ac62d43
5 years ago by @becker
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nn
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bayesbayesianneuralnetworkcnnblognnconvolutionalprobabilityprobabilistic
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1Probabilistic Graphical Models
http://openclassroom.stanford.edu/MainFolder/CoursePage.php?course=ProbabilisticGraphicalModels
6 years ago by @becker
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1lecture2.pdf
http://people.csail.mit.edu/dsontag/courses/pgm12/slides/lecture2.pdf
6 years ago by @becker
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bayesian
network
graphical
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3Pyro
Deep Universal Probabilistic Programming
7 years ago by @michelc
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Python
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1GitHub - jmschrei/pomegranate: Fast, flexible and easy to use probabilistic modelling in Python.
pomegranate - Fast, flexible and easy to use probabilistic modelling in Python.
7 years ago by @bsc
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1Taking Prophet for a Spin
http://blog.fastforwardlabs.com/2017/03/22/prophet.html
7 years ago by @becker
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google
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1Probabilistic logic - Wikipedia, the free encyclopedia
http://en.wikipedia.org/wiki/Probabilistic_logic
7 years ago by @bshanks
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Probabilistic
logic
ai
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toread+
Probabilisticlogicaiprobabilitytoread+
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1Probabilistic Soft Logic
http://psl.umiacs.umd.edu/index.php
8 years ago by @thoni
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logic
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logicprobabilisticpslsoft
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1The Design and Implementation of Probabilistic Programming Languages
http://dippl.org/
9 years ago by @schwemmlein
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1Figaro Tutorial
https://www.cra.com/sites/default/files/pdf/Figaro-Tutorial.pdf
9 years ago by @schwemmlein
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1Manning: Practical Probabilistic Programming
http://www.manning.com/pfeffer/
9 years ago by @schwemmlein
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1The MIT Probabilistic Computing Project
http://probcomp.csail.mit.edu/
9 years ago by @schwemmlein
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MIT
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MITppmlprobabilisticprogramming
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1The Anglican Probabilistic Programming System
http://www.robots.ox.ac.uk/~fwood/anglican/
9 years ago by @schwemmlein
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2Probabilistic Models of Cognition
https://probmods.org/
9 years ago by @schwemmlein
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1Probabilistic Programming Languages
http://materials.dagstuhl.de/files/15/15181/15181.AngelikaKimmig.Slides.pdf
9 years ago by @schwemmlein
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introduction
ppml
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1Bayesian Data Analysis with PyMC3
http://twiecki.github.io/blog/2013/12/12/bayesian-data-analysis-pymc3/
9 years ago by @schwemmlein
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1Probabilistic Programming: Why, What, How, When?
http://de.slideshare.net/salesforceeng/probabalistic-programming-why-what-how-when
9 years ago by @schwemmlein
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6Practical solution techniques for first-order MDPs
S. Sanner, and C. Boutilier. Artificial Intelligence, 173 (5-6): 748--788 (April 2009)
4 years ago by @marcondg
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fol,
mdp,
probabilistic
fol,mdp,probabilistic
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1Monte Carlo Value Iteration for Continuous-State POMDPs
H. Bai, D. Hsu, W. Lee, and V. Ngo. Algorithmic Foundations of Robotics IX, volume 68 of Springer Tracts in Advanced Robotics, chapter 11, Springer Berlin Heidelberg, Berlin, Heidelberg, (2011)
4 years ago by @marcondg
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continuous,
pomdp,
probabilistic
continuous,pomdp,probabilistic
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2Planning with abstract markov decision processes
N. Gopalan, M. desJardins, M. Littman, J. MacGlashan, S. Squire, S. Tellex, J. Winder, and L. Wong. International Conference on Automated Planning and Scheduling, page 480--488. (2017)
4 years ago by @marcondg
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hierarchical,
mdp,
probabilistic
hierarchical,mdp,probabilistic
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4Symbolic Dynamic Programming for First-order POMDPs
S. Sanner, and K. Kersting. AAAI Conference on Artificial Intelligence, page 1140--1146. (2010)
4 years ago by @marcondg
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fol,
pomdp,
probabilistic
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2Goal Probability Analysis in Probabilistic Planning: Exploring and Enhancing the State of the Art
M. Steinmetz, J. Hoffmann, and O. Buffet. Journal of Artificial Intelligence Research, (Oct 30, 2016)
4 years ago by @marcondg
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probabilistic
probabilistic
(0)
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1The role and use of the stochastic linear-quadratic-Gaussian problem in control system design
M. Athans. IEEE Transactions on Automatic Control, 16 (6): 529--552 (Dec 6, 1971)
4 years ago by @marcondg
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continuous,
probabilistic
continuous,probabilistic
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2Exact and Heuristic Algorithms for Risk-Aware Stochastic Physical Search
D. Brown, J. Hudack, N. Gemelli, and B. Banerjee. Computational Intelligence, 33 (3): 524--553 (August 2017)
4 years ago by @marcondg
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continuous,
probabilistic
continuous,probabilistic
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3Bandit based Monte-Carlo planning
L. Kocsis, and C. Szepesvari. European Conference on Machine Learning, page 282--203. Springer, (2006)
4 years ago by @marcondg
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probabilistic
probabilistic
(0)
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2Point-Based Value Iteration for Continuous POMDPs
J. Porta, N. Vlassis, M. Spaan, and P. Poupart. The Journal of Machine Learning Research, (2006)
4 years ago by @marcondg
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continuous,
pomdp,
probabilistic
continuous,pomdp,probabilistic
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1Probabilistic planning for continuous dynamic systems under bounded risk
M. Ono, K. Yokohama, B. Williams, and L. Blackmore. Journal of Artificial Intelligence Research, (Mar 31, 2013)
4 years ago by @marcondg
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continuous,
probabilistic
continuous,probabilistic
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2The factored policy-gradient planner
O. Buffet, and D. Aberdeen. Artificial Intelligence, 173 (5-6): 722--747 (April 2009)
4 years ago by @marcondg
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probabilistic
probabilistic
(0)
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2Probabilistic planning via determinization in hindsight
S. Yoon, A. Fern, R. Givan, and S. Kambhampati. AAAI Conference on Artificial Intelligence, page 1010--1016. (2008)
4 years ago by @marcondg
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determinization,
probabilistic
determinization,probabilistic
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4Symbolic Dynamic Programming for First-Order MDPs.
C. Boutilier, R. Reiter, and B. Price. International Joint Conference on Artificial Intelligence, page 690-700. Morgan Kaufmann, (2001)
4 years ago by @marcondg
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fol
mdp
probabilistic
folmdpprobabilistic
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2Solving generalized semi-Markov decision processes using continuous phase-type distributions
H. Younes, and R. Simmons. International Conference on Artifical Intelligence, page 742--747. (2004)
4 years ago by @marcondg
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continuous,
probabilistic
continuous,probabilistic
(0)
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1PPDDL1.0: An extension to PDDL for expressing planning domains with probabilistic effects
H. Younes, and M. Littman. Carnegie Mellon University, Pittsburg, (2004)
4 years ago by @marcondg
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fol,
probabilistic
fol,probabilistic
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3Stochastic dynamic programming with factored representations
C. Boutilier, R. Dearden, and M. Goldszmidt. Artificial Intelligence, 121 (1-2): 49--107 (August 2000)
4 years ago by @marcondg
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factored,
mdp,
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factored,mdp,probabilistic
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3Probabilistic inference for solving discrete and continuous state Markov Decision Processes
M. Toussaint, and A. Storkey. International Conference on Machine Learning, page 945--952. Pittsburgh, Pennsylvania, ACM Press, (2006)
4 years ago by @marcondg
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continuous,
mdp,
probabilistic
continuous,mdp,probabilistic
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3Multiagent Planning with Factored MDPs
C. Guestrin, D. Koller, and R. Parr. Advances in Neural Information Processing Systems, (2001)
4 years ago by @marcondg
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hierarchical,
mdp,
probabilistic
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3Trial-based heuristic tree search for finite horizon MDPs
T. Keller, and M. Helmert. International Conference on Automated Planning and Scheduling, page 135--143. (2013)
4 years ago by @marcondg
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mdp,
probabilistic
mdp,probabilistic
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2Labeled RTDP: Improving the convergence of real-time dynamic programming
B. Bonet, and H. Geffner. International Conference on Automated Planning and Scheduling, page 12--21. (2003)
4 years ago by @marcondg
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probabilistic
probabilistic
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