Changes between Version 40 and Version 41 of Parallel-DT


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Timestamp:
Jan 18, 2010, 9:36:12 PM (14 years ago)
Author:
andrei.minca
Comment:

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  • Parallel-DT

    v40 v41  
    2929
    3030In this approach, all processors construct a decision tree syncronously by sending and receiving class distribution information of local data. Major steps for the approach:
    31  {{{
     31 
    3232   * select a node to expand according to a decision tree expansion strategy (eg Depth-First or Breadth-First), and call that node as the current node. At the beginning, root node is selected as the current node
    3333   * for each data attribute, collect class distribution information of the local data at the current node
     
    3535   * simultaneously compute the entropy gains of each attribute at each processor and select the best attribute for child node expansion
    3636   * depending on the branching factor of the tree desired, create child nodes for the same number of partitions of attributes values, and split training cases accordingly
    37  }}}
     37
    3838[[Image(SyncronusTreeConstruction-DepthFirstExpansionStrategy.jpg)]]
    3939
    40 ==='Partitioned Tree Construction===
     40===Partitioned Tree Construction===
    4141
    4242In this approach, whenever feasible, deifferent processors work on different parts of the classification tree.