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Fast Matrix for Java Icon

Fast Matrix for Java

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General purpose matrix utilities for Java in Parallel Computing

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Description

Fast Matrix for Java (fm4j) is a general-purpose matrix utility library for computing with dense matrices.

fm4j encapsulated different underlying implementations and select the optimal one in run-time depending on the size of the input matrix. Moreover, fm4j employs Java (Tm) Concurrency to take advantage of the computation power of multi-cor processors.

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Features

  • Basic operations: Addition, Subtraction, Multiplication, Scalar Multiplication
  • Matrix Properties: Trace, Determinant, Transpose, Inverse, Eigenvalues, Singular values, Mean and Variance, Covariance
  • System of Linear Equations: Solve Full-Ranked system, Linear Regression
  • Decompositions: Cholesky Decomposition, LU Decomposition, QR Decomposition, Hessenberg Decomposition, Schur Decomposition, SVD
  • Signal Analysis: (Inverse) Discrete Fourier Transform, (Inverse) Discrete Fourier Transform in 2-D, (Inverse) Discrete Fourier Transform in Hyper-dimension, (Inverse) Discrete Haar Wavelet Transform
  • Clustering: K-Mean, Gaussian Mixture Model, DBSCAN
  • Spatial Functions: Implicit kd-tree, k-Nearest-Neighbor search, Query Window search
  • Classification: Logistic Regression, Feed-Forward Back-Propagate Neural Network
  • Special Matrix Construction: Null matrix, Identity matrix, Vandermonde matrix, Givens rotational matrix, Hilbert matrix, Augmented matrix, Kernel Trick
  • Import and Export: Serialization to text format, Serialization to code format, Read a matrix from a stream of number, Read a matrix from code format

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Additional Project Details

Intended Audience

Information Technology, Science/Research, Developers, Engineering

Programming Language

Java

Registered

2013-07-31

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