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Automated Data Analysis

Problem

There are large quantities of data being generated in many areas, including medicine, business and the internet, but there is a lack of integrated software tools for building smart components to automatically analyze such data.

Solution

In this project, we are developing an architecture and platform with the help of our partners to act as an integrated software toolkit for automated data analysis. With this, we hope to have a practical and generic technology for data understanding, analysis and summarization and use it in key application areas, including medicine and the internet. Elefant (Efficient Learning, Large-scale Inference, and Optimization Toolkit) is an open source library for machine learning licensed under the Mozilla Public License (MPL). We aim to develop an open source data analysis platform for prototyping and deploying data analysis algorithms.

Elefant provides a graphical user interface that permits its components to be combined in powerful ways that put efficient large-scale data analysis at the fingertips of the end-user.

Team

Here you can find the Automated Data Analysis team.

    Recent News

    Highlighted Papers for 2009

    • Caetano, T. S., McAuley, J., Cheng, L., Le, Q. V., and Smola, A. J.,
      Learning Graph Matching,
      IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI),  30  (6) , pp.1048-1058,  2009.
    • Jin Yu, S.V.N. Vishwanathan  and  Jian Zhang,
      The Entire Quantile Path of a Risk-Agnostic SVM Classifier.
      To appear at the Conference on Uncertainty in Artificial Intelligence, Montreal, Canada, 2009.