Xiao-Wen
CHANG
Teaching
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Software
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Routines for solving the underdetermined box-constrained integer least squares problem
$$
\min_{\boldsymbol{x}\in \mathbb{Z}^n,\ \boldsymbol{l} \leq \boldsymbol{x}\leq \boldsymbol{u}}\|\boldsymbol{y}-\boldsymbol{B}\boldsymbol{x}\|_2,
$$
where \(\boldsymbol{B} \in \mathbb{R}^{m\times n}\) with \(rank(\boldsymbol{B}) < n\), \(\boldsymbol{y}\in \mathbb{R}^n\), \(\boldsymbol{l}\in \mathbb{Z}^n\) and \(\boldsymbol{u}\in \mathbb{Z}^n\) (last updated: December 2022):
If you use this package in your research work to be published, please include explicit mention of the package
in your publication:
X.-W. Chang. MILES: MATLAB package for solving mixed integer least squares problems,
School of Computer Science, McGill University, http://www.cs.mcgill.ca/~chang/software/MILES.php.
Last updated: December 2022.
- Direct tree search method
- ubils.m for a user who wants to view the source code.
-
ubils.zip (includes three files) for a user who wants to run the code faster (sub-functions are in MEX form)
Contributors: Xiao-Wen Chang, Jing Zhu, Xiangyu Ren, Zhilong Chen
The routines use the algorithms proposed in the following publications:
[1] X.-W. Chang and X. Yang.
An efficient tree search decoder with column reordering for underdetermined MIMO systems,
Proceedings of IEEE GLOBECOM 2007, pp. 4375 - 4379.
[2] S. Breen and X.-W. Chang.
Column Reordering for Box-constrained Integer Least Squares Problems,
Proceedings of IEEE GLOBECOM 2011, 6 pages.
[3] J. Zhu.
Numerical methods for underdetermined box-constrained integer least squares problems,
M.Sc. Thesis, School of Computer Science, McGill University, 2016.
- ADMM based tree search method - this may be much faster the first method especially when the constraint box is large.
Contributors: Xiao-Wen Chang, Tianchi Ma, Xiangyu Ren, Zhilong Chen
The routines use the algorithms proposed in the following publications:
[1] X.-W. Chang and X. Yang.
An efficient tree search decoder with column reordering for underdetermined MIMO systems,
Proceedings of IEEE GLOBECOM 2007, pp. 4375 - 4379.
[2] S. Breen and X.-W. Chang.
Column Reordering for Box-constrained Integer Least Squares Problems,
Proceedings of IEEE GLOBECOM 2011, 6 pages.
[3] T. Ma.
An ADMM Method for Underdetermined Box-constrained Integer Least Squares Problems,
M.Sc. Thesis, School of Computer Science, McGill University, May 2021.
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