On the Equivalence between Kernel
Quadrature Rules
and Random Feature Expansions
Last updated: November, 8 2015
Description
Matlab
code - version 1.0
The quadature package is a Matlab program that solves simple quadrature problems. It is mainly there to allow reproducibility of the results presented in the following paper.
For more information, please read the following paper:
F.
Bach. On
the Equivalence between Quadrature Rules and Random Features.
Technical report, HAL-01118276, 2015. [pdf]
Precise instructions on how to use the package as well as
a demo script are included in the archive file. See the demo
scripts in the package. Please read the readme.txt file.
The submodular package is provided free for non-commercial use under the terms of the GNU General Public License. If you have any questions or comments regarding this package, or if you want to report any bugs, please send an e-mail to francis.bach@ens.fr. The current version 2.0 has been released on November 8th 2015. Check this web page regularly for newer versions.
THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.