Bibliography#

For more information about algorithms implemented in oneAPI Data Analytics Library (oneDAL), refer to the following publications:

[OpenCLSpec]

Khronos OpenCL Working Group, The OpenCL Specification Version:2.1 Document Revision:24 Available from opencl-2.1.pdf

[SYCLSpec]

Khronos®OpenCL™ Working Group — SYCL™ subgroup, SYCL™ Specification SYCL™ integrates OpenCL™ devices with modern C++, Version 1.2.1 Available from sycl-1.2.1.pdf

[Lloyd82]

Stuart P Lloyd. Least squares quantization in PCM. IEEE Transactions on Information Theory 1982, 28 (2): 1982pp: 129–137.

[Bro07]

Bro, R.; Acar, E.; Kolda, T. Resolving the sign ambiguity in the singular value decomposition. SANDIA Report, SAND2007-6422, Unlimited Release, October, 2007.

[Bentley80]

J. L. Bentley. Multidimensional Divide and Conquer. Communications of the ACM, 23(4):214–229, 1980.

[Friedman17]

J. Friedman, T. Hastie, R. Tibshirani. The Elements of Statistical Learning Data Mining, Inference, and Prediction. Springer, 2017.

[Zhang04]

T. Zhang. Solving Large Scale Linear Prediction Problems Using Stochastic Gradient Descent Algorithms. ICML 2004: Proceedings Of The Twenty-First International Conference On Machine Learning, 919–926, 2004.

[Lang87]
  1. Lang. Linear Algebra. Springer-Verlag New York, 1987.

[Ping14]

Ping Tak Peter and Eric Polizzi. FEAST as a Subspace Iteration Eigensolver Accelerated by Approximate Spectral Projection. 2014.

[Demmel90]

J. W. Demmel and W. Kahan. Accurate singular values of bidiagonal matrices. SIAM J. Sci. Stat. Comput., 11 (1990), pp. 873-912.