KDD-2013 Tutorial

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  1. Algorithmic techniques for modeling and mining large graphs (AMAzING)
    1. large graph mining
    2. 涉及:
      1. random graph
      2. graph sparsifier(图稀疏化 这篇文章有个简介)
      3. graph partition
      4. finding dense subgraph
  2. Mining Data from Mobile Devices: A Survey of Smart Sensing and Analytics
    1. 涉及手机安全,健康,广告,跟我们没啥关系
  3. Big Data Analytics for Healthcare
    1. big medical data mining
  4. Entity Resolution for Big Data
    1. 现在和entity相关的有三类:extract entity, match entity, resolve entity(去重),这篇文章关注resolve entity。包括以下三个方面:
      1. scalable ER
      2. active and lightly supervised ER
      3. query-driver ER
  5. Network Sampling
    1. sampling a subgraph of interest
  6. The Dataminer’s Guide to Scalable Mixed-Membership and Nonparametric Bayesian Models.
    1. hierarchical nonparametric Bayesian model
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