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Showing 1 to 20 of 203 for “"singular value"”.

  1. Activity Recognition using Singular Value Decomposition

    … a user's daily activities is of substantial value. It can be used to enhance medical monitoring by maintaining a diary that lists what a person was doing and for how long. The design of a wearable system to record context such as activity recognition is influenced by a combination of …

    vt Repository record for Activity Recognition using Singular Value Decomposition (opens in a new tab)

  2. Distributed Singular Value Decomposition Through Least Squares

    Singular value decomposition (SVD) is an essential matrix factorization technique that decomposes a matrix into singular values and corresponding singular vectors that form orthonormal bases. SVD has wide-ranging applications from principal component analysis (PCA) to matrix completion and …

    mit Repository record for Distributed Singular Value Decomposition Through Least Squares (opens in a new tab)

  3. Generating new data points using singular value decomposition

    … for small data sets. It introduces a Single Value Decomposition (SVD)-based model that draws inspiration from the ability of SVD to estimate a lower rank matrix. This approach seeks to overcome the limitations imposed by sample size constraints by expanding available data. Motivated by …

    cape-town Repository record for Generating new data points using singular value decomposition (opens in a new tab)

  4. Curve characterization with high-order tensor singular value decomposition

    Made available in DSpace on 2016-07-07T19:58:19Z (GMT). No. of bitstreams: 2 CAI-THESIS-2016.pdf: 2599852 bytes, checksum: c5150b52d2e0c26a7abcb48c71c76bf3 (MD5) LICENSE.txt: 4206 bytes, checksum: cd03b4878a87f39bc09a17838bd5b8de (MD5) Previous issue date: 2016-04-28

    uiuc Repository record for Curve characterization with high-order tensor singular value decomposition (opens in a new tab)

  5. Finding analogies in semantic networks using the singular value decomposition

    We present CROSSBRIDGE, an algorithm for finding analogies in large, sparse semantic networks. We treat analogies as comparisons between domains of knowledge. A domain is a small semantic network, i.e., a set of concepts and binary relations between concepts. We treat our knowledge base (the large …

    mit Repository record for Finding analogies in semantic networks using the singular value decomposition (opens in a new tab)

  6. A VLSI systolic array processor for complex singular value decomposition

    The singular value decomposition is one example of a variety of more complex routines that are finding use in modern high performance signal processing systems. In the interest of achieving the maximum possible performance, a systolic array processor for computing the singular value decomposition …

    mit Repository record for A VLSI systolic array processor for complex singular value decomposition (opens in a new tab)

  7. Implementing a Tiled Singular Value Decomposition: A Framework for Tiled Linear Algebra in Julia

    … through the implementation of tiled QR-based singular value decomposition (SVD), demonstrating how it streamlines the development process and accelerates scientific discovery. The developed framework is used to implement an in-GPU tiled SVD and an out-of-core GPU-accelerated SVD. Furthermore, …

    mit Repository record for Implementing a Tiled Singular Value Decomposition: A Framework for Tiled Linear Algebra in Julia (opens in a new tab)

  8. Efficient reinforcement learning via singular value decomposition, end-to-end model-based methods and reward shaping

    Reinforcement learning (RL) provides a general framework for data-driven decision making. However, the very same generality that makes this approach applicable to a wide range of problems is also responsible for its well-known inefficiencies. In this thesis, we consider different properties which …

    mit Repository record for Efficient reinforcement learning via singular value decomposition, end-to-end model-based methods and reward shaping (opens in a new tab)

  9. Quantitative invertibility of random matrices : a combinatorial perspective

    … the lower tail behavior of the least singular value of random matrices - a subject which has been intensely studied in the past two decades. Our focus is on obtaining high probability bounds, rather than on estimating the least singular value of a 'typical' realisation of the random …

    mit Repository record for Quantitative invertibility of random matrices : a combinatorial perspective (opens in a new tab)

  10. Multiprocessor sparse SVD algorithms and applications

    … develop four numerical methods for computing the singular value decomposition (SVD) of large sparse matrices on a multiprocessor architecture. We particularly consider the SVD of unstructured sparse matrices in which the number of rows may be substantially larger or smaller than the number of …

    uiuc Repository record for Multiprocessor sparse SVD algorithms and applications (opens in a new tab)

  11. An Iterative Method for Canonical Polyadic Decomposition of Tensors

    <p>The Singular Value Decomposition (SVD) of matrices is widely used in least-squares regression, image and data processing, principal component analysis and many other applications. Often only the larger singular values of the matrix are needed to reconstruct the matrix and those below a given …

    claremont Repository record for An Iterative Method for Canonical Polyadic Decomposition of Tensors (opens in a new tab)

  12. Exploration, processing and visualization of physiological signals from the ICU

    … a novel method for data clustering based on the singular value decomposition and present some potential applications based on this method for use within the ICU setting.

    mit Repository record for Exploration, processing and visualization of physiological signals from the ICU (opens in a new tab)

  13. Reconstruction de données satellitaires manquantes du lac Tanganyika

    … d’une généralisation du théorème SVD (Singular Value Decomposition) des matrices aux tenseurs d’ordre trois. Les performances de ces deux algorithmes sont ensuite comparées sur les données satellitaires du lac Tanganyika fournies par Yves Cornet*, le but étant de reconstruire ces …

    liege Repository record for Reconstruction de données satellitaires manquantes du lac Tanganyika (opens in a new tab)

  14. Latent Semantic Indexing and Information Retrieval-A quest with BosSE

    … Indexing (LSI) and an explanation of the Singular Value Decomposition (SVD) is given.

    heid-thes Repository record for Latent Semantic Indexing and Information Retrieval-A quest with BosSE (opens in a new tab)

  15. Digital Tracking Control for Machine Tool Feed Drives

    … cutting process model is used in a structured singular value based uncertainty analysis to predict the cutting conditions for which the machining process will remain stable. Experimental results from machining aluminum on a linear motor X-Y table validate this approach.

    uiuc Repository record for Digital Tracking Control for Machine Tool Feed Drives (opens in a new tab)

  16. Uniqueness and Estimation of Three-Dimensional Motion Parameters of Rigid Objects

    … parameters can be estimated by computing the singular value decomposition of a 3 x 3 matrix. The solution would be unique if three distinct frames are given. For the curved surface case, it is shown that seven point correspondences are sufficient to uniquely determine from two perspective …

    uiuc Repository record for Uniqueness and Estimation of Three-Dimensional Motion Parameters of Rigid Objects (opens in a new tab)

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