Gaussian Processes for Machine Learning

Source URL: www.gaussianprocess.org

• Mathematical analysis
• Statistical theory
• Probability theory
• Normal distribution
• Single-equation methods
• Stable distributions
• Estimation theory
• Geostatistics
• Gaussian process
• Kriging
• Linear regression
• Bayesian linear regression

SOME ASPECTS OF THE SEQUENTIAL DESIGN OF EXPERIMENTS HERBERT ROBBINS 1. Introduction. Until recently, statistical theory has been restricted to the design and analysis of sampling experiments in which the size and compos

Source URL: www.ams.org

• Statistics
• Statistical theory
• Sampling
• Statistical inference
• Design of experiments
• Hypothesis testing
• Sample size determination
• Expected value
• Probability distribution
• Variance
• Bias of an estimator
• Statistical hypothesis testing

Strategy Improvement for Concurrent Reachability and Safety Games ∗ ,† ,‡ Krishnendu Chatterjee† Luca de Alfaro§

Source URL: pub.ist.ac.at

• Mathematics
• Probability
• Game theory
• Game artificial intelligence
• Search algorithms
• Memorylessness
• Determinacy
• Markov decision process
• Reachability
• Strategy
• A* search algorithm
• Stochastic game

Online Learning for Time Series Prediction Elad Hazan Shie Mannor Ohad Shamir

Source URL: arxiv.org

• Circuit complexity
• NC
• Constructible universe
• Proof theory
• Ordinal numbers
• Probability distributions
• Abstraction
• Mathematics
• CurryHoward correspondence
• Ordinal arithmetic

Copula-Based Wind Resource Assessment Kalyan Veeramachaneni, Teasha Feldman-Fitzthum, Una-May O’Reilly ALFA Group, CSAIL, MIT {kalyan,unamay}@csail.mit.edu; Alfredo Cuesta-Infante Felipe II College, Uni

Source URL: groups.csail.mit.edu

• Statistics
• Probability
• Mathematical analysis
• Independence
• Actuarial science
• Estimation theory
• Regression analysis
• Multivariate statistics
• Copula
• Linear regression
• Correlation and dependence
• Joint probability distribution

Stat 260/CSLearning in Sequential Decision Problems. Peter Bartlett 1. Recall: MDPs. 2. Value iteration. 3. Policy iteration.

Source URL: www.stat.berkeley.edu

• Markov processes
• Mathematics
• Probability theory
• Mathematical analysis
• Dynamic programming
• Markov decision process
• Stochastic control
• Markov chain
• Mathematical optimization
• Distribution

Mortera, J. and Dawid, A. PProbability and evidence. In Handbook of Probability Theory with Applications, edited by T. Rudas. Sage Publications, 403–422. Available at https://www.ucl.ac.uk/statistics/research

Source URL: www.dcscience.net

INFORMS MATHEMATICS OF OPERATIONS RESEARCH Vol. 00, No. 0, Xxxxx 0000, pp. 000–000 issn 0364-765X | eissn | 00 | 0000 | 0001

Source URL: arxiv.org

• Statistics
• Statistical theory
• Estimation theory
• Bayesian statistics
• Statistical inference
• Stochastic simulation
• Loss function
• Bayes estimator
• Reinforcement learning
• Sampling
• Posterior probability
• Confidence interval

Classification-based Policy Iteration with a Critic V. Gabillon1 , A. Lazaric1 , M. Ghavamzadeh1 & B. Scherrer2 1 2 INRIA Lille - Nord Europe, Team Sequel,

Source URL: victorgabillon.nfshost.com

• Dynamic programming
• Markov decision process
• Stochastic control
• Probability theory
• Probability
• Statistics

Load Balancing and Density Dependent Jump Markov Processes EXTENDED ABSTRACT Michael Mitzenmacher  Department of Computer Science U.C. Berkeley

Source URL: www.eecs.harvard.edu

• Probability theory
• Stochastic processes
• Probability
• Mathematical analysis
• Markov processes
• Markov models
• Queueing theory
• Network performance
• Markov chain
• Dynamical system
• Expected value
• Normal distribution