Papers
Recent reports:

S. Liu and L. N. Vicente,
Accuracy and fairness tradeoffs in machine learning: A stochastic multiobjective approach,
ISE Technical Report 20T016, Lehigh University
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Papers published: (the pdf files do not necessarily correspond to the versions published)

B. Ramos, D. Pinho, D. Martins, A. I. F. Vaz, and L. N. Vicente,
Optimal 3D printing of complex objects in a 5axis printer,
to appear in Optimization and Engineering
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S. Liu and L. N. Vicente,
The stochastic multigradient algorithm for multiobjective optimization and its application to supervised machine learning,
to appear in Annals of Operations Research
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L. Song and L. N. Vicente,
Modeling Hessianvector products in nonlinear optimization: New Hessianfree methods,
to appear in IMA Journal of Numerical Analysis
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S. Gratton, C. W. Royer, and L. N. Vicente,
A decoupled first/secondorder steps technique for nonconvex nonlinear unconstrained
optimization with improved complexity bounds,
Mathematical Programming, 179 (2020) 195222
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G. Liuzzi, S. Lucidi, F. Rinaldi, and L. N. Vicente,
Trustregion methods for the derivativefree optimization of nonsmooth blackbox functions,
SIAM Journal on Optimization, 29 (2019) 30123035
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J. Fliege, A. I. F. Vaz, and L. N. Vicente,
Complexity of gradient descent for multiobjective optimization, Optimization Methods and Software, 34 (2019) 949959
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S. Gratton, C. W. Royer, L. N. Vicente, and Z. Zhang,
Direct search based on probabilistic feasible descent for bound and linearly constrained problems, Computational Optimization and Applications, 72 (2019) 525559
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S. Pereira, A. I. F. Vaz, and L. N. Vicente,
On the optimal object orientation in additive manufacturing,
The International Journal of Advanced Manufacturing Technology, 98 (2018) 16851694
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S. Gratton, C. W. Royer, L. N. Vicente, and Z. Zhang,
Complexity and global rates of trustregion methods based on probabilistic models,
IMA Journal of Numerical Analysis, 38 (2018) 15791597
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S. Gratton, N. Soualmi, and L. N. Vicente,
An indicator for the switch from derivativefree to derivativebased optimization,
Operations Research Letters, 45 (2017) 353361
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F. Ceccarelli, M. Sciandrone, C. Perricone, G. Galvan, F. Morelli,
L. N. Vicente, I. Leccese, L. Massaro, E. Cipriano, F. R. Spinelli,
C. Alessandri, G. Valesini, and F. Conti,
Prediction of chronic damage in systemic lupus erythematosus by using machine learning models,
PLoS ONE 12(3), March 2017
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A. L. Custódio, K. Scheinberg, and L. N. Vicente,
Methodologies and software for derivativefree optimization,
Chapter 37 of Advances and Trends in Optimization with Engineering Applications,
T. Terlaky, M. F. Anjos, and S. Ahmed (editors), MOSSIAM Book Series on Optimization,
SIAM, Philadelphia, 2017
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R. Garmanjani, D. Júdice, and L. N. Vicente,
Trustregion methods without using derivatives: Worst case complexity and the
nonsmooth case, SIAM Journal on Optimization, 26 (2016) 19872011
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E. Bergou, S. Gratton, and L. N. Vicente,
LevenbergMarquardt methods
based on probabilistic gradient models and inexact subproblem solution,
with application to data assimilation,
SIAM/ASA Journal on Uncertainty Quantification, 4 (2016) 924951
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M. Dodangeh, L. N. Vicente, and Z. Zhang,
On the optimal order of worst case complexity of direct search,
Optimization Letters, 10 (2016) 699708
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S. Gratton, C. W. Royer, and L. N. Vicente,
A secondorder globally convergent directsearch method and its worstcase complexity,
Optimization, 65 (2016) 11051128
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Y. Diouane, S. Gratton, X. Vasseur, L. N. Vicente, and H. Calandra,
A parallel evolution strategy for an earth imaging problem in geophysics,
Optimization and Engineering, 17 (2016), 326
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M. Dodangeh and L. N. Vicente,
Worst case complexity of direct search under convexity,
Mathematical Programming, 155 (2016) 307332
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S. Gratton, C. W. Royer, L. N. Vicente, and Z. Zhang,
Direct search based on probabilistic descent,
SIAM Journal on Optimization, 25 (2015) 15151541
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Y. Diouane, S. Gratton, and L. N. Vicente,
Globally convergent evolution strategies for constrained optimization,
Computational Optimization and Applications, 62 (2015) 323346
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Y. Diouane, S. Gratton, and L. N. Vicente,
Globally convergent evolution strategies,
Mathematical Programming, 152 (2015) 467490
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S. Gratton and L. N. Vicente,
A merit function approach for direct search,
SIAM Journal on Optimization, 24 (2014) 19801998
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A. S. Bandeira, K. Scheinberg, and L. N. Vicente,
Convergence of trustregion methods based on probabilistic models,
SIAM Journal on Optimization, 24 (2014) 12381264
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R. P. Brito and L. N. Vicente,
Efficient cardinality/meanvariance portfolios,
in System Modeling and Optimization,
Springer series IFIP Advances in Information and Communication Technology,
edited by C. Pötzsche, C. Heuberger, B. Kaltenbacher, and F. Rendl, 2014
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Le Thi Hoai An, Huynh Van Ngai, Pham Dinh Tao, A. I. F. Vaz, and L. N. Vicente,
Globally convergent DC trustregion methods,
Journal of Global Optimization, 59 (2014) 209225
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S. Gratton and L. N. Vicente,
A surrogate management framework using rigorous trustregion steps,
Optimization Methods and Software, 29 (2014) 1023
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R. Garmanjani and L. N. Vicente,
Smoothing and worstcase complexity
for directsearch methods in nonsmooth optimization,
IMA Journal of Numerical Analysis, 33 (2013) 10081028
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L. N. Vicente,
Worst case complexity of direct search,
EURO Journal on Computational Optimization, 1 (2013) 143153
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M. Li and L. N. Vicente,
Inexact solution of NLP subproblems in MINLP,
Journal of Global Optimization, 55 (2013) 877899
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J. M. Fernandes, A. I. F. Vaz, and L. N. Vicente,
Modeling binary stars: age, helium abundance, and convection parameters,
Monthly Notices of the Royal Astronomical Society, 425 (2012) 31043111
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A. S. Bandeira, K. Scheinberg, and L. N. Vicente,
Computation of sparse low degree interpolating polynomials
and their application to derivativefree optimization,
Mathematical Programming, 134 (2012) 223257
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L. N. Vicente and A. L. Custódio,
Analysis of direct searches for discontinuous functions,
Mathematical Programming, 133 (2012) 299325
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Le Thi Hoai An, A. I. F. Vaz, and L. N. Vicente,
Optimizing radial basis functions by D.C. programming and
its use in direct search for global derivativefree optimization,
TOP, 20 (2012) 190214
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A. R. Conn and L. N. Vicente,
Bilevel derivativefree optimization and its application to
robust optimization,
Optimization Methods and Software, 27 (2012) 561577
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A. L. Custódio, J. F. A. Madeira, A. I. F. Vaz, and L. N. Vicente,
Direct multisearch for multiobjective optimization,
SIAM Journal on Optimization, 21 (2011) 11091140
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(there is an errata for the published version)
 A. M. Monteiro, R. H. Tütüncü, and L. N. Vicente,
Estimation of riskneutral density surfaces,
Computational Management Science, 8 (2011) 387414
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 J. M. Fernandes, A. I. F. Vaz, and L. N. Vicente,
Modelling nearby FGK Population I stars:
A new form of estimating stellar parameters using an
optimization approach,
Astronomy & Astrophysics, 532 (2011) A20A29
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 A. L. Custódio, H. Rocha, and L. N. Vicente,
Incorporating minimum Frobenius norm models in direct search,
Computational Optimization and Applications, 46 (2010) 265278
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The data profiles for the solvers NMSMAX and SIDPSM
on the stochastic noisy test problems are slightly different
from the true ones. Those corrected profiles can be found
here (tau=10^3
and
tau=10^7)
and do not affect any of the conclusions of the paper.
 A. I. F. Vaz and L. N. Vicente,
PSwarm: A hybrid solver for linearly constrained global
derivativefree optimization,
Optimization Methods and Software, 24 (2009) 669685
PDF
 L. N. Vicente,
Implicitly and densely discrete blackbox optimization problems,
Optimization Letters, 3 (2009) 475482
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 A. R. Conn, K. Scheinberg, and L. N. Vicente,
Global convergence of general
derivativefree trustregion algorithms to first and second order
critical points, SIAM Journal on Optimization, 20 (2009) 387415
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 A. R. Conn, K. Scheinberg, and L. N. Vicente,
Geometry of sample sets in derivativefree optimization:
Polynomial regression and underdetermined interpolation,
IMA Journal of Numerical Analysis, 28 (2008) 721748
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 A. L. Custódio, J. E. Dennis Jr., and L. N. Vicente,
Using simplex gradients of nonsmooth functions in direct search methods,
IMA Journal of Numerical Analysis, 28 (2008) 770784
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 R. Silva, J. Soares, and L. N. Vicente,
Local analysis of the feasible primaldual
interiorpoint method,
Computational Optimization and Applications, 40 (2008) 4157.
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 A. M. Monteiro, R. H. Tütüncü, and L. N. Vicente,
Recovering riskneutral probability density functions from
options prices using cubic splines and ensuring nonnegativity,
European Journal of Operational Research, 187 (2008) 525542.
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 A. R. Conn, K. Scheinberg, and L. N. Vicente,
Geometry of interpolation sets in derivative free optimization,
Mathematical Programming, 111 (2008) 141172
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 A. I. F. Vaz and L. N. Vicente,
A particle swarm pattern search method for bound
constrained global optimization,
Journal of Global Optimization, 39 (2007) 197219
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 A. L. Custódio and L. N. Vicente,
Using sampling and simplex derivatives in pattern search methods,
SIAM Journal on Optimization, 18 (2007) 537555
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 J. Fliege and L. N. Vicente,
Multicriteria approach to bilevel optimization,
Journal of Optimization Theory and Applications, 131 (2006) 209225
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 M. Hintermüller and L. N. Vicente,
Space mapping for optimal control of partial differential equations,
SIAM Journal on Optimization, 15 (2005) 10021025
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 P. Alberto, F. Nogueira, H. Rocha, and L. N. Vicente,
Pattern search methods for userprovided points:
Application to molecular geometry problems,
SIAM Journal on Optimization, 14 (2004) 12161236
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 M. Ulbrich, S. Ulbrich, and L. N. Vicente,
A globally convergent primaldual interiorpoint filter method
for nonlinear programming, Mathematical
Programming, 100 (2004) 379410
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 C. Audet, J. E. Dennis, and L. N. Vicente,
Editorial,
Special Issue on Optimization and Engineering,
Optimization and Engineering, 5 (2004) 99100
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 L. N. Vicente,
Space mapping: models, sensitivities, and trustregions methods,
Optimization and Engineering, 4 (2003) 159175
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 C. P. Avelino and L. N. Vicente,
Updating the multipliers associated with inequality constraints
in an augmented Lagrangian multiplier method,
Journal of Optimization Theory and Applications, 119 (2003) 215233
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 E. M. E. Mostafa, L. N. Vicente, and S. J. Wright,
Numerical behavior of a stabilized SQP method for degenerate NLP
problems,
Lecture Notes in Computer Science,
Global Optimization and Constraint Satisfaction,
ed. by C. Bliek, C. Jermann, and A. Neumaier,
vol. 2861, pp. 123141,
SpringerVerlag, Berlin, 2003
PDF
 L. N. Vicente and S. J. Wright,
Local convergence of a primaldual method for degenerate nonlinear programming,
Computational Optimization and Applications, 22 (2002) 311328
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 L. N. Vicente,
Local analysis of a new multipliers method,
European Journal of Operational Research, 143 (2002) 432451
(Feature Issue: Interior Point Methods)
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 M. Heinkenschloss and L. N. Vicente,
Analysis of inexact trustregion SQP algorithms,
SIAM Journal on Optimization, 12 (2001) 283302
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 P. Alberto, F. Nogueira, H. Rocha, and L. N. Vicente,
Pattern search methods for userprovided points,
Lecture Notes in Computer Science,
Computacional Science – ICCS 2001,
ed. by V. N. Alexandrov et al,
vol. 2074, pp. 9598, SpringerVerlag, Berlin, 2001
PDF
 L. N. Vicente,
Bilevel programming: Introduction, history and overview,
Encyclopedia of Optimization, ed. by C. A. Floudas and P. M. Pardalos,
vol. 1, pp. 178180, Kluwer Academic Publishers, Dordrecht, 2001
PDF
 L. N. Vicente,
Local convergence of the affinescaling interiorpoint algorithm for
nonlinear programming,
Computational Optimization and Applications, 17 (2000) 2335
PDF
 A. R. Conn, L. N. Vicente, and C. Visweswariah,
Twostep algorithms for nonlinear optimization with
structured applications,
SIAM Journal on Optimization, 9 (1999) 924947
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 M. Heinkenschloss and L. N. Vicente,
An interface between optimization and application
for the numerical solution of optimal control problems,
ACM Transactions on Mathematical Software, 25 (1999) 157190
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 D. A. Andrews and L. N. Vicente,
Characterization of the smoothness and curvature of a marginal function for
a trustregion problem,
Mathematical Programming, 84 (1999) 123135
PDF
 L. N. Vicente,
An analysis of Newton’s method for equivalent
KarushKuhnTucker systems,
Investigación Operativa, 7 (1999) 1728
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 J. E. Dennis, M. Heinkenschloss, and L. N. Vicente,
Trustregion interiorpoint SQP algorithms for a class of
nonlinear programming problems,
SIAM Journal on Control and Optimization, 36 (1998) 17501794
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 L. N. Vicente, On interiorpoint Newton algorithms for discretized optimal
control problems with state constraints,
Optimization Methods & Software, 8 (1998) 249275
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 L. N. Vicente,
Derivative computations for a class of optimal control problems,
School of Finite Elements and Applications, Centro Internacional de Matemática,
n. 6, Coimbra, September 1998
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Mário M. Freire, L. N. Vicente, and Henrique J. A. da Silva,
Nonlinear least squares estimation of MQW laser parameters from IM response
measurements,
Proceedings of the Meeting on Applied Mathematics to Telecommunications,
ed. by J.J. Júdice and M. C. Gouveia,
pp. 3035,
Telecommunications Institute, September 2829, 1998

L. N. Vicente, A. L. Topa, C. R. Paiva, and A. M. Barbosa,
Application of the least squares boundary residual
method to the study of step
discontinuities in dielectric planar waveguides,
Proceedings of the Meeting on Applied Mathematics to Telecommunications,
ed. by J.J. Júdice and M. C. Gouveia,
pp. 99108,
Telecommunications Institute, September 2829, 1998
 J. E. Dennis and L. N. Vicente,
On the convergence theory of trustregionbased algorithms for
equalityconstrained optimization,
SIAM Journal on Optimization, 7 (1997) 527550
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 L. N. Vicente, Métodos de optimização para controlo óptimo e
projecto de engenharia,
Actas da I Conferência Nacional de
Telecomunicações,
pp. 437440, 1997
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 L. N. Vicente, G. Savard, and J. J. Júdice,
Discrete linear bilevel programming problem,
Journal of Optimization Theory and Applications, 89 (1996) 597614
 J. E. Dennis and L. N. Vicente,
Trustregion interiorpoint algorithms for minimization problems with
simple bounds,
Applied Mathematics and Parallel
Computing, Festschrift for Klaus Ritter,
ed. by H. Fisher, B. Riedmüller, and S. Schäffler, pp. 97107,
PhysicaVerlag, SpringerVerlag, Berlin, 1996
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 L. N. Vicente, A comparison between line searches and trust regions for nonlinear
optimization,
Investigação Operacional, 16 (1996) 173179
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 L. N. Vicente and P. H. Calamai,
Geometry and local optimality conditions for bilevel
programs with quadratic strictly convex lower levels,
Bookseries Nonconvex Optimization and Its Applications,
Minimax and Applications,
ed. by D.Z. Du and P. M. Pardalos,
vol. 4, pp. 141151,
Kluwer Academic Publishers, Dordrecht, 1995

P. H. Calamai and
L. N. Vicente,
Generating quadratic bilevel programming test problems,
ACM Transactions on Mathematical Software, 20 (1994) 103119

P. H. Calamai and
L. N. Vicente,
Algorithm 728: FORTRAN subroutines for generating quadratic bilevel
programming test problems,
ACM Transactions on Mathematical Software, 20 (1994) 120123 and
Collected Algorithms from ACM, Supplement 129, (1994) 1870 lines of code
 J. J. Júdice and L. N. Vicente,
On the solution and complexity of a generalized linear complementarity problem,
Journal of Global Optimization, 4 (1994) 415424

L. N. Vicente and
P. H. Calamai,
Bilevel and multilevel programming: a bibliography review,
Journal of Global Optimization, 5 (1994) 291306
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 L. N. Vicente, G. Savard, and J. J. Júdice,
Descent approaches for quadratic bilevel programming,
Journal of Optimization Theory and Applications, 81 (1994) 379399
 L. F. Portugal, J. J. Júdice, and L. N. Vicente,
A comparison of block pivoting and interiorpoint algorithms
for linear least squares problems with nonnegative variables,
Mathematics of Computation, 63 (1994) 625643

P. H. Calamai and
L. N. Vicente,
Generating linear and linearquadratic bilevel programming problems,
SIAM Journal on Scientific Computing, 14 (1993) 770782

P. H. Calamai, L. N. Vicente, and J. J. Júdice,
A new technique for generating quadratic programming test problems,
Mathematical Programming, 61 (1993) 215231

L. N. Vicente, J. J. Júdice, and P.M. Pardalos,
Parametric linear programming techniques for the indefinite quadratic programming problem,
IMA Journal of Mathematics Applied in Business and Industry, 4 (1993) 343349
 L. N. Vicente, P. H. Calamai, and J. J. Júdice,
Generation of disjointly constrained bilinear programming test problems,
Computational Optimization and Applications, 1 (1992) 299306
 L. N. Vicente, Efficient vehicle routing algorithms for municipal waste collection (written in portuguese), Investigação Operacional, 10 (1991) 4758
Other reports:

A. S. Bandeira, K. Scheinberg, and L. N. Vicente,
On partially sparse recovery,
preprint 1113, Dept. Mathematics, Univ. Coimbra
PDF
 R. Silva, M. Ulbrich, S. Ulbrich, and L. N. Vicente, A globally convergent primaldual interiorpoint filter method for nonlinear programming: new filter optimality measures and computational results, preprint 0849, Dept. Mathematics, Univ. Coimbra PDF