开课单位--杜克大学
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21
Augment-and-Conquer Negative Binomial Processes[增强和克服负二项过程]
  Mingyuan Zhou(杜克大学) By developing data augmentation methods unique to the negative binomial (NB) distribution, we unite seemingly disjoint count and mixture models under ...
热度:62

22
Bayesian dynamic modelling[贝叶斯动态建模 ]
  Michael I. Jordan, Mike West(杜克大学) Since the 1970s, applications of Bayesian time series models and forecasting methods have represented major success stories for our discipline. Dynami...
热度:104

23
Nonparametric Factor Analysis with Beta Process Priors[贝塔过程先验的非参数因子分析]
  John Paisley(杜克大学) We propose a nonparametric extension to the factor analysis problem using a beta process prior. This beta process factor analysis (BPFA) model allows ...
热度:245

24
An Analysis of Linear Models, Linear Value-Function Approximation, and Feature Selection for Reinforcement Learning[强化学习的线性模型,线性值 - 函数逼近和特征选择分析]
  Ronald Parr(杜克大学 ) We show that linear value function approximation is equivalent to a form of linear model approximation. We derive a relationship between the model app...
热度:102

25
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tasks[低级计算机视觉任务中的自主几何精度误差估计]
  John Paisley(杜克大学) Errors in map-making tasks using computer vision are sparse. We demonstrate this by considering the construction of digital elevation models that empl...
热度:76

26
Multi-Task Compressive Sensing with Dirichlet Process Priors[基于Dirichlet过程先验的多任务压缩感知]
  Lawrence Carin(杜克大学) Compressive sensing (CS) is an emerging field that, under appropriate conditions, can significantly reduce the number of measurements required for a g...
热度:95

27
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis[多任务图像分析的分层核破坏过程]
  Lawrence Carin(杜克大学) The kernel stick-breaking process (KSBP) is employed to segment general imagery, imposing the condition that patches (small blocks of pixels) that are...
热度:73

28
Estimation of Extreme Values and Associated Level Sets of a Regression Function via Selective Sampling[通过选择性采样估计回归函数的极值和相关水平集]
  Stanislav Minsker(杜克大学) We propose a new method for estimating the locations and the value of an absolute maximum (minimum) of a function from the observations contaminated b...
热度:77

29
怪诞行为学
  Dan Ariely(杜克大学) 生活中我们常有莫名其妙的举动。你真的会失控?一时冲动就是没道理可言?错!本课将会告诉你所有的现象,背后都有经济的力量!
热度:76
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