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Given the dataset below, where we want to classify whether an social networks account is real or not. Here Posts, Friends, Photo are the
Given the dataset below, where we want to classify whether an social networks account is real or not. Here "Posts", "Friends", "Photo" are the features/attributes, meaning the frequency of writing posts, number of friends, and whether use the real photo, respectively. "Real Account" is the label. Attribute values "S", "M", "L" means a "small", "medium" and "large number, respectively. Suppose we want to use Information Gain to build a decision tree model (ID3). Posts Friends Photo Real Account S S NO S YES L YES M YES L YES M YES M NO L YES M NO S YES 1) (5 pts) Compute the Information Gain if we first choose "Friends" as the attribute to split data. 2) (15 pts) Construct a decision tree from the given data. Show the computation steps. 3) (5 pts) Explain the limitation of using Information Gain as the attribute splitting measure. No. 1 2 C++ 3 4 5 6 7 8 9 10 L M M M L S M S S NO YES NO YES YES NO NO NO NO YES Activa Go to s
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