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Showing 1 to 5 of 5 for “"Fisher discriminant analysis"”.

  1. Fault Detection and Diagnosis for Large -Scale Systems

    … statistics such as principal component analysis and partial least squares have been applied in many industrial processes and their effectiveness for fault detection is well-recognized. There is an inherent limitation on the ability for data-driven techniques to identify and diagnose …

    uiuc Repository record for Fault Detection and Diagnosis for Large -Scale Systems (opens in a new tab)

  2. Techniques for automated classification of nighttime ionospheric images

    … are explored. Additionally, the Local Fisher Discriminant Analysis (LFDA) algorithm is considered as a means to reduce the computational complexity of the classification process through dimensional reduction. It was found that a conditional random field (CRF) model provides the best …

    uiuc Repository record for Techniques for automated classification of nighttime ionospheric images (opens in a new tab)

  3. On Sequence Clustering and Supervised Dimensionality Reduction

    … Numerical results are provided to validate the analysis.</p> <p>For dimensionality reduction, the focus is on classification problem where label information in the training data can be leveraged for improved learning performance. A supervised dimensionality reduction method maximizing the …

    syracuse-diss Repository record for On Sequence Clustering and Supervised Dimensionality Reduction (opens in a new tab)

  4. Statistical methods for learning sparse features

    … first examines the limitation of the classical Fisher Discriminant Analysis (FDA), a supervised dimension reduction algorithm for multi-class classification problems. This limitation has been discussed by Cui (2012), and she has proposed a new objective function in her thesis, which is named …

    uiuc Repository record for Statistical methods for learning sparse features (opens in a new tab)

  5. Contributions to modeling parasite dynamics and dimension reduction

    … (Chapter 2) and complementary dimensionality analysis (Chapter 3). In the first project, we study a longitudinal data of infection with the parasite Giardia lamblia among children in Kenya. Understanding the infection and recovery rate from parasitic infections is valuable for public health …

    uiuc Repository record for Contributions to modeling parasite dynamics and dimension reduction (opens in a new tab)