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<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.1//EN"
"http://www.w3.org/TR/xhtml11/DTD/xhtml11.dtd">
<html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en">
<head>
<meta name="generator" content="jemdoc, see http://jemdoc.jaboc.net/" />
<meta http-equiv="Content-Type" content="text/html;charset=utf-8" />
<link rel="stylesheet" href="jemdoc.css" type="text/css" />
<title>Publications of the SLRA project</title>
</head>
<body>
<table summary="Table for page layout." id="tlayout">
<tr valign="top">
<td id="layout-menu">
<div class="menu-item"><a href="index.html">Overview</a></div>
<div class="menu-item"><a href="software.html">Software</a></div>
<div class="menu-item"><a href="publications.html" class="current">Publications</a></div>
<div class="menu-item"><a href="presentations.html">Presentations</a></div>
<div class="menu-item"><a href="sessions.html">Special sessions</a></div>
<div class="menu-item"><a href="lectures.html">Mini courses</a></div>
</td>
<td id="layout-content">
<div id="toptitle">
<h1>Publications of the SLRA project</h1>
</div>
<h2>Books</h2>
<table>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="book2">1</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
<em>Low Rank Approximation: Algorithms, Implementation,
Applications</em>.
Communications and Control Engineering. Springer, 2012.
[ <a href="b_bib.html#book2">bib</a> |
<a href="http://dx.doi.org/10.1007/978-1-4471-2227-2">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/book/book-2x1.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/book/code.tgz">software</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/book.html">.html</a> ]
</td>
</tr>
</table><hr><p><em>This file was generated by
<a href="http://www.lri.fr/~filliatr/bibtex2html/">bibtex2html</a> 1.97.</em></p>
<h2>Journal papers</h2>
<table>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="slra-software">1</a>]
</td>
<td class="bibtexitem">
I. Markovsky and K. Usevich.
Software for weighted structured low-rank approximation.
<em>J. Comput. Appl. Math.</em>, 256:278-292, 2014.
[ <a href="j_bib.html#slra-software">bib</a> |
<a href="http://dx.doi.org/10.1016/j.cam.2013.07.048">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/slra.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/recent-publications.html">.html</a> |
<a href="j_abstracts.html#slra-software">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="overview">2</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Recent progress on variable projection methods for structured
low-rank approximation.
<em>Signal Processing</em>, 96PB:406-419, 2014.
[ <a href="j_bib.html#overview">bib</a> |
<a href="http://dx.doi.org/10.1016/j.sigpro.2013.09.021">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/overview.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/recent-publications.html">.html</a> |
<a href="j_abstracts.html#overview">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="UM12-aut">3</a>]
</td>
<td class="bibtexitem">
K. Usevich and I. Markovsky.
Optimization on a Grassmann manifold with application to system
identification.
<em>Automatica</em>, 2014.
[ <a href="j_bib.html#UM12-aut">bib</a> |
<a href="http://dx.doi.org/10.1016/j.automatica.2014.04.010">DOI</a> |
<a href="http://homepages.vub.ac.be/~kusevich/preprints/usevich_markovsky_aut2012.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~kusevich/preprints.html">.html</a> |
<a href="j_abstracts.html#UM12-aut">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="pltv">4</a>]
</td>
<td class="bibtexitem">
I. Markovsky, J. Goos, K. Usevich, and R. Pintelon.
Realization and identification of autonomous linear periodically
time-varying systems.
<em>Automatica</em>, 2014.
[ <a href="j_bib.html#pltv">bib</a> |
<a href="http://dx.doi.org/10.1016/j.automatica.2014.04.003">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/pltv-rev3.pdf">pdf</a> |
<a href="j_abstracts.html#pltv">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="DeMarchi.Usevich14LAaIA-certain">5</a>]
</td>
<td class="bibtexitem">
S. De Marchi and K. Usevich.
On certain multivariate Vandermonde determinants whose variables
separate.
<em>Linear Algebra and Its Applications</em>, 449:17-27, 2014.
[ <a href="j_bib.html#DeMarchi.Usevich14LAaIA-certain">bib</a> |
<a href="http://dx.doi.org/10.1016/j.laa.2014.01.034">DOI</a> |
<a href="j_abstracts.html#DeMarchi.Usevich14LAaIA-certain">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="KanIshPar13">6</a>]
</td>
<td class="bibtexitem">
R. Kannan, M. Ishteva, and H. Park.
Bounded matrix factorization for recommender system.
<em>Knowledge and Information Systems</em>, 39(3):491-511, 2014.
[ <a href="j_bib.html#KanIshPar13">bib</a> |
<a href="http://dx.doi.org/10.1007/s10115-013-0710-2">DOI</a> |
<a href="http://link.springer.com/content/pdf/10.1007%2Fs10115-013-0710-2.pdf">pdf</a> |
<a href="http://dx.doi.org/10.1007/s10115-013-0710-2">http</a> |
<a href="j_abstracts.html#KanIshPar13">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="slra-ext">7</a>]
</td>
<td class="bibtexitem">
I. Markovsky and K. Usevich.
Structured low-rank approximation with missing data.
<em>SIAM J. Matrix Anal. Appl.</em>, pages 814-830, 2013.
[ <a href="j_bib.html#slra-ext">bib</a> |
<a href="http://dx.doi.org/10.1137/120883050">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/slra-ext.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/recent-publications.html">.html</a> |
<a href="j_abstracts.html#slra-ext">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="ident">8</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
A software package for system identification in the behavioral
setting.
<em>Control Engineering Practice</em>, 21:1422-1436, 2013.
[ <a href="j_bib.html#ident">bib</a> |
<a href="http://dx.doi.org/10.1016/j.conengprac.2013.06.010">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/ident.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/recent-publications.html">.html</a> |
<a href="j_abstracts.html#ident">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="slra-efficient">9</a>]
</td>
<td class="bibtexitem">
K. Usevich and I. Markovsky.
Variable projection for affinely structured low-rank approximation in
weighted 2-norms.
<em>J. Comput. Appl. Math.</em>, 2013.
[ <a href="j_bib.html#slra-efficient">bib</a> |
<a href="http://dx.doi.org/10.1016/j.cam.2013.04.034">DOI</a> |
<a href="http://arxiv.org/pdf/1211.3938v2">pdf</a> |
<a href="http://arxiv.org/abs/1211.3938">http</a> |
<a href="j_abstracts.html#slra-efficient">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="IshAbsVDo13">10</a>]
</td>
<td class="bibtexitem">
M. Ishteva, P.-A. Absil, and P. Van Dooren.
Jacobi algorithm for the best low multilinear rank approximation of
symmetric tensors.
<em>SIAM J. Matrix Anal. Appl.</em>, 34(2):651-672, 2013.
[ <a href="j_bib.html#IshAbsVDo13">bib</a> |
<a href="http://dx.doi.org/10.1137/11085743X">DOI</a> |
<a href="http://homepages.vub.ac.be/~mishteva/symmetric_tensor_approximations.pdf">pdf</a> |
<a href="http://epubs.siam.org/doi/abs/10.1137/11085743X">http</a> |
<a href="j_abstracts.html#IshAbsVDo13">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="LMFR12">11</a>]
</td>
<td class="bibtexitem">
F. Le, I. Markovsky, C. Freeman, and E. Rogers.
Recursive identification of Hammerstein systems with application to
electrically stimulated muscle.
<em>Control Engineering Practice</em>, 20(4):386-396, 2012.
[ <a href="j_bib.html#LMFR12">bib</a> |
<a href="http://dx.doi.org/10.1016/j.conengprac.2011.08.001">DOI</a> |
<a href="http://eprints.soton.ac.uk/271583/3/zoe2-published.pdf">pdf</a> |
<a href="j_abstracts.html#LMFR12">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="complex-ls">12</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
On the complex least squares problem with constrained phase.
<em>SIAM J. Matrix Anal. Appl.</em>, 32(3):987-992, 2011.
[ <a href="j_bib.html#complex-ls">bib</a> |
<a href="http://dx.doi.org/10.1137/110826497">DOI</a> |
<a href="http://eprints.soton.ac.uk/272534/1/complex-ls.pdf">pdf</a> |
<a href="http://eprints.soton.ac.uk/272534/5/complex-ls-code.tar">software</a> |
<a href="j_abstracts.html#complex-ls">Abstract</a> ]
</td>
</tr>
</table><hr><p><em>This file was generated by
<a href="http://www.lri.fr/~filliatr/bibtex2html/">bibtex2html</a> 1.97.</em></p>
<h2>Conference papers </h2>
<table>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="isma14">1</a>]
</td>
<td class="bibtexitem">
I. Markovsky and R. Pintelon.
Consistent estimation of autonomous linear time-invariant systems
from multiple experiments.
In <em>Proc. of the Conference on Noise and Vibration Engineering
(ISMA)</em>, Leuven, Belgium, September 2014.
[ <a href="c_bib.html#isma14">bib</a> |
<a href="c_abstracts.html#isma14">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="mtns14">2</a>]
</td>
<td class="bibtexitem">
M. Ishteva and I. Markovsky.
Tensor low multilinear rank approximation by structured matrix
low-rank approximation.
In <em>Proc. of the 21st International Symposium on Mathematical
Theory of Networks and Systems (MTNS 2014)</em>, pages 156-161, Groningen, The
Netherlands, July 2014.
[ <a href="c_bib.html#mtns14">bib</a> |
<a href="c_abstracts.html#mtns14">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="Usevich14conf-Decomposing">3</a>]
</td>
<td class="bibtexitem">
K. Usevich.
Decomposing multivariate polynomials with structured low-rank matrix
completion.
In <em>Proceedings of the 21th International Symposium on
Mathematical Theory of Networks and Systems (MTNS 2014)</em>, 2014.
[ <a href="c_bib.html#Usevich14conf-Decomposing">bib</a> |
<a href="c_abstracts.html#Usevich14conf-Decomposing">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="VanMulders.etal14conf-Identification">4</a>]
</td>
<td class="bibtexitem">
A. Van Mulders, L. Vanbeylen, and K. Usevich.
Identification of a block-structured model with several sources of
nonlinearity.
In <em>Proceedings of the 14th European Control Conference (ECC
2014)</em>, 2014.
[ <a href="c_bib.html#VanMulders.etal14conf-Identification">bib</a> |
<a href="c_abstracts.html#VanMulders.etal14conf-Identification">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="cdc13b">5</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Approximate identification with missing data.
In <em>Proc. of the 52nd IEEE Conference on Decision and Control</em>,
pages 156-161, Florence, Italy, December 2013.
[ <a href="c_bib.html#cdc13b">bib</a> |
<a href="http://dx.doi.org/10.1109/CDC.2013.6759875">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/papers/cdc13b.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/software/cdc13b.tar">software</a> |
<a href="c_abstracts.html#cdc13b">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="cdc13a">6</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Exact identification with missing data.
In <em>Proc. of the 52nd IEEE Conference on Decision and Control</em>,
pages 151-155, Florence, Italy, 2013.
[ <a href="c_bib.html#cdc13a">bib</a> |
<a href="http://dx.doi.org/10.1109/CDC.2013.6759874">DOI</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/papers/cdc13a.pdf">pdf</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/software/cdc13a.tar">software</a> |
<a href="c_abstracts.html#cdc13a">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="IshSonPar13">7</a>]
</td>
<td class="bibtexitem">
M. Ishteva, L. Song, and H. Park.
Unfolding latent tree structures using 4th order tensors.
In <em>International Conference on Machine Learning (ICML)</em>, 2013.
[ <a href="c_bib.html#IshSonPar13">bib</a> |
<a href="http://dx.doi.org/">DOI</a> |
<a href="http://jmlr.org/proceedings/papers/v28/ishteva13.pdf">pdf</a> |
<a href="http://jmlr.org/proceedings/papers/v28/ishteva13.html">.html</a> |
<a href="c_abstracts.html#IshSonPar13">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="SonIshParEtAl13">8</a>]
</td>
<td class="bibtexitem">
L. Song, M. Ishteva, A. Parikh, E. Xing, and H. Park.
Hierarchical tensor decomposition of latent tree graphical models.
In <em>International Conference on Machine Learning (ICML)</em>, 2013.
[ <a href="c_bib.html#SonIshParEtAl13">bib</a> |
<a href="http://dx.doi.org/">DOI</a> |
<a href="papers/SonIshParEtAl13.pdf">pdf</a> |
<a href="http://jmlr.org/proceedings/papers/v28/song13.html">.html</a> |
<a href="c_abstracts.html#SonIshParEtAl13">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="Usevich12conf-Improved">9</a>]
</td>
<td class="bibtexitem">
K. Usevich.
Improved initial approximation for errors-in-variables system
identification.
In <em>Proceedings of 20th Mediterranean Conference on Control and
Automation</em>, pages 198-203, Barcelona, Spain, 2012, July 2012.
[ <a href="c_bib.html#Usevich12conf-Improved">bib</a> |
<a href="http://dx.doi.org/10.1109/MED.2012.6265638">DOI</a> |
<a href="c_abstracts.html#Usevich12conf-Improved">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="mindstorms-med11">10</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Dynamical systems and control mindstorms.
In <em>Proc. of the 20th Mediterranean Conference on Control and
Automation</em>, pages 54-59, Barcelona, Spain, 2012.
[ <a href="c_bib.html#mindstorms-med11">bib</a> |
<a href="http://dx.doi.org/10.1109/MED.2012.6265614">DOI</a> |
<a href="http://eprints.soton.ac.uk/271926/1/med11.pdf">pdf</a> |
<a href="c_abstracts.html#mindstorms-med11">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="UM12">11</a>]
</td>
<td class="bibtexitem">
K. Usevich and I. Markovsky.
Structured low-rank approximation as a rational function
minimization.
In <em>Proc. of the 16th IFAC Symposium on System Identification</em>,
pages 722-727, Brussels, 2012.
[ <a href="c_bib.html#UM12">bib</a> |
<a href="http://dx.doi.org/10.3182/20120711-3-BE-2027.00143">DOI</a> |
<a href="http://eprints.soton.ac.uk/273000/1/usevich_markovsky_sysid2012.pdf">pdf</a> |
<a href="c_abstracts.html#UM12">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="M12">12</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
How effective is the nuclear norm heuristic in solving data
approximation problems?
In <em>Proc. of the 16th IFAC Symposium on System Identification</em>,
pages 316-321, Brussels, 2012.
[ <a href="c_bib.html#M12">bib</a> |
<a href="http://dx.doi.org/10.3182/20120711-3-BE-2027.00125">DOI</a> |
<a href="http://eprints.soton.ac.uk/336088/3/nucnrm-sysid.pdf">pdf</a> |
<a href="http://eprints.soton.ac.uk/336088/2/nucnrm-sysid-code.tar">software</a> |
<a href="c_abstracts.html#M12">Abstract</a> ]
</td>
</tr>
</table><hr><p><em>This file was generated by
<a href="http://www.lri.fr/~filliatr/bibtex2html/">bibtex2html</a> 1.97.</em></p>
<h2>Book chapters </h2>
<table>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="dist-chapter">1</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Rank constrained optimization problems in computer vision.
In A. Argyriou J. Suykens, M. Signoretto, editor, <em>
Regularization, Optimization, Kernels, and Support Vector Machines</em>, Pattern
Recognition. Chapman & Hall/CRC Machine Learning, 2014.
[ <a href="bc_bib.html#dist-chapter">bib</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/dist-chapter.pdf">pdf</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="kpca">2</a>]
</td>
<td class="bibtexitem">
I. Markovsky and K. Usevich.
Nonlinearly structured low-rank approximation.
In Yun Raymond Fu, editor, <em>Low-Rank and Sparse Modeling for
Visual Analysis</em>. Springer, 2014.
[ <a href="bc_bib.html#kpca">bib</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/kpca.pdf">pdf</a> |
<a href="bc_abstracts.html#kpca">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="M09c">3</a>]
</td>
<td class="bibtexitem">
I. Markovsky.
Algorithms and literate programs for weighted low-rank approximation
with missing data.
volume 3 of <em>Springer Proc. in Mathematics</em>, chapter 12, pages
255-273. Springer, 2011.
[ <a href="bc_bib.html#M09c">bib</a> |
<a href="http://dx.doi.org/10.1007/978-3-642-16876-5_12">DOI</a> |
<a href="http://eprints.soton.ac.uk/268296/2/missing-data-2x1.pdf">pdf</a> |
<a href="http://eprints.soton.ac.uk/268296/7/missing-data.tar">software</a> ]
</td>
</tr>
</table><hr><p><em>This file was generated by
<a href="http://www.lri.fr/~filliatr/bibtex2html/">bibtex2html</a> 1.97.</em></p>
<h2>Technical reports</h2>
<table>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="slra-agcd">1</a>]
</td>
<td class="bibtexitem">
K. Usevich and I. Markovsky.
Variable projection methods for approximate (greatest) common divisor
computations.
Technical report, Vrije Univ. Brussel, 2013.
[ <a href="t_bib.html#slra-agcd">bib</a> |
<a href="http://arxiv.org/pdf/1304.6962v1">pdf</a> |
<a href="http://arxiv.org/abs/1304.6962">http</a> |
<a href="t_abstracts.html#slra-agcd">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="rslra">2</a>]
</td>
<td class="bibtexitem">
M. Ishteva, K. Usevich, and I. Markovsky.
Regularized structured low-rank approximation.
Technical report, Vrije Univ. Brussel, 2013.
Submitted on 02/08/2013 to <em>SIAM J. Matrix Anal. Appl.</em>
[ <a href="t_bib.html#rslra">bib</a> |
<a href="http://homepages.vub.ac.be/~imarkovs/publications/rslra.pdf">pdf</a> |
<a href="t_abstracts.html#rslra">Abstract</a> ]
</td>
</tr>
<tr valign="top">
<td align="right" class="bibtexnumber">
[<a name="rtls">3</a>]
</td>
<td class="bibtexitem">
S. Rhode, K. Usevich, I. Markovsky, and F. Gauterin.
A recursive restricted total least-squares algorithm.
Technical report, Vrije Univ. Brussel, 2013.
[ <a href="t_bib.html#rtls">bib</a> ]
</td>
</tr>
</table><hr><p><em>This file was generated by
<a href="http://www.lri.fr/~filliatr/bibtex2html/">bibtex2html</a> 1.97.</em></p>
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