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Mathematical Programming, ISSN 0025-5610, 03/2017, Volume 162, Issue 1-2, p. 1
Journal Article
IEEE Transactions on Signal Processing, ISSN 1053-587X, 02/2014, Volume 62, Issue 3, pp. 641 - 656
Journal Article
IEEE transactions on signal processing, ISSN 1053-587X, 2018, Volume 66, Issue 13, pp. 3614 - 3628
This paper considers the minimization of a general objective function f(X) over the set of rectangular n × m matrices that have rank at most r. To reduce the... 
Geometry | optimization geometry | matrix sensing | Low-rank matrix optimization | strict saddle | Signal processing algorithms | Linear programming | Minimization | Sensors | nonconvex optimization | Matrix decomposition | Optimization | RECOVERY | MINIMIZATION | ALGORITHM | ENGINEERING, ELECTRICAL & ELECTRONIC
Journal Article
Journal of scientific computing, ISSN 1573-7691, 2018, Volume 78, Issue 1, pp. 29 - 63
Journal Article
Journal Article
International journal of electrical power & energy systems, ISSN 0142-0615, 2016, Volume 83, pp. 325 - 334
Journal Article
Proceedings of the National Academy of Sciences - PNAS, ISSN 1091-6490, 2019, Volume 116, Issue 42, pp. 20881 - 20885
Optimization algorithms and Monte Carlo sampling algorithms have provided the computational foundations for the rapid growth in applications of statistical machine learning in recent years... 
Langevin Monte Carlo | nonconvex optimization | HASTINGS | MULTIDISCIPLINARY SCIENCES | computational complexity | CONVERGENCE-RATES | Learning algorithms | Algorithms | Computer simulation | Computer applications | Machine learning | Optimization algorithms | Sampling | Optimization | Physical Sciences
Journal Article
Journal Article
European journal of operational research, ISSN 0377-2217, 2019, Volume 275, Issue 1, pp. 238 - 251
....•The new method uses cones and satisfies the desirable properties. We introduce a new interactive multiobjective optimization method operating in the objective space called Nonconvex Pareto Navigator... 
Pareto optimality | Navigation | Nonconvex problems | Multiple objective programming | Interactive multiobjective optimization | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | FRONT | Prices and rates | Linear programming | Usage
Journal Article