开课单位--滑铁卢大学
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No-Free-Lunch Theorems for Transfer Learning [转移学习没有免费午餐定理 ]
  Shai Ben-David(滑铁卢大学 ) I will present a formal framework for transfer learning and investigate under which conditions is it possible to provide performance guarantees for su...
热度:77

22
The Sample Complexity of Learning the Kernel[学习内核的样本复杂性 ]
  Shai Ben-David(滑铁卢大学 ) The success of kernel based learning algorithms depends upon the suitability of the kernel to the learning task. Ideally, the choice of a kernel shou...
热度:69

23
Clustering without any subjective similarity information[无主观相似信息的聚类]
  Shai Ben-David(滑铁卢大学) Consider the task of clustering university web pages based on the graph of links between these pages. Can clusters of "functionally similar"...
热度:21

24
Analyzing and Escaping Local Optima in Planning as Inference for Partially Observable Domains[在计划中作为局部可观测域推理的规划中局部最优分析与逃避]
  Pascal Poupart(滑铁卢大学) Planning as inference recently emerged as a versatile approach to decision-theoretic planning and reinforcement learning for single and multi-agent sy...
热度:56

25
Invited Talk: Towards Theoretical Understanding of Domain Adaptation Learning[应邀演讲:对领域适应学习的理论理解]
  Shai Ben-David(滑铁卢大学) Machine learning enjoys a deep and powerful theory that has led to a wide variety of highly successful practical tools. However, most of this theory i...
热度:73
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