Github user LIDIAgroup commented on the pull request: https://github.com/apache/spark/pull/216#issuecomment-38944614 I've made some big changes: 1. Big refactor in the architecture of the discretizer. Now I think it's more coherent with other packages in MLlib. 2. I've changed the `MapAccumulator` for an `ArrayAccumulator`, which removes the quadratic complexity and improves the overall efficiency of the algorithm. 3. I've followed @mengxr suggestions and moved `InfoTheory` to the `discretization` package.
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