Vijay Manikandan Janakiraman

Member since: Oct 25, 2013, UARC/NASA Ames Research Center

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  • Anomaly Detection in Aviation Data using Extreme Learning Machines

    A Publication, Fast anomaly detection - 7 years, 3 months ago

    Shared By: Vijay Manikandan Janakiraman

    We develop fast anomaly detection algorithms using extreme learning machines (ELM) to discover operationally significant anomalies in large aviation data sets. Anomaly detection (aka one-class ...

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  • Discovery of Precursors to Adverse Events using Time Series Data

    A Publication, Discovering Precursors to Adverse Events in Time Series - 7 years, 9 months ago

    Shared By: Vijay Manikandan Janakiraman

    We develop an algorithm for automatic discovery of precursors in time series data (ADOPT). In a time series setting, a precursor may be considered as ...

    meatball
  • Identifying Precursors to Anomalies Using Inverse Reinforcement Learning

    A Publication, Discovering Precursors to Adverse Events in Time Series - 8 years ago

    Shared By: Vijay Manikandan Janakiraman

    In this paper, we consider the problem of discovering candidate precursors to anomalies in a set of time sequenced data. Typical scenarios involving time sequential ...

    meatball

Vijay Manikandan's Projects (4)

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