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randomizedcca

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Automatic Classification – Tagging and Summarization – Customizable Filtering and Analysis

If you are looking for an answer to the question What is Artificial Intelligence? and you only have a minute, then here's the definition the Association for the Advancement of Artificial Intelligence offers on its home page: "the scientific understanding of the mechanisms underlying thought and intelligent behavior and their embodiment in machines."

However, if you are fortunate enough to have more than a minute, then please get ready to embark upon an exciting journey exploring AI (but beware, it could last a lifetime) …

A Randomized Algorithm for CCA

Mineiro, Paul, Karampatziakis, Nikos

arXiv.org Machine LearningNov-12-2014

We present RandomizedCCA, a randomized algorithm for computing canonical analysis, suitable for large datasets stored either out of core or on a distributed file system. Accurate results can be obtained in as few as two data passes, which is relevant for distributed processing frameworks in which iteration is expensive (e.g., Hadoop). The strategy also provides an excellent initializer for standard iterative solutions.

artificial intelligence, machine learning, randomizedcca, (13 more...)

arXiv.org Machine Learning

1411.3409

Genre: Research Report (0.50)

Technology: Information Technology > Artificial Intelligence > Machine Learning (1.00)

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