11@article {bezanson2017julia ,
2- title ={ Julia: A fresh approach to numerical computing } ,
2+ title ={ Julia: A {F}resh {A}pproach to {N}umerical {C}omputing } ,
33 author ={ Bezanson, Jeff and Edelman, Alan and Karpinski, Stefan and Shah, Viral B.} ,
44 journal ={ SIAM Review} ,
55 volume ={ 59} ,
@@ -19,12 +19,12 @@ @article{shin2024accelerating
1919 pages ={ 110651} ,
2020 year ={ 2024} ,
2121 publisher ={ Elsevier} ,
22- doi ={ 10.2139/ssrn.4601442 }
22+ doi ={ 10.1016/j.epsr.2024.110651 }
2323}
2424
2525# Citation for R2, FOMO is an extension.
2626@article {aravkin2022proximal ,
27- title ={ A proximal quasi-Newton trust-region method for nonsmooth regularized optimization } ,
27+ title ={ A {P}roximal {Q}uasi-{N}ewton {T}rust-{R}egion {M}ethod for {N}onsmooth {R}egularized {O}ptimization } ,
2828 author ={ Aravkin, Aleksandr Y and Baraldi, Robert and Orban, Dominique} ,
2929 journal ={ SIAM Journal on Optimization} ,
3030 volume ={ 32} ,
@@ -86,12 +86,12 @@ @software{NLPModels_jl
8686url = { https://github.com/JuliaSmoothOptimizers/NLPModels.jl} ,
8787version = { 0.20.0} ,
8888year = { 2023} ,
89- doi = { 10.5281/zenodo.2558627 }
89+ doi = { 10.5281/zenodo.7764782 }
9090}
9191
9292@article {jump ,
9393 author = { Iain Dunning and Joey Huchette and Miles Lubin} ,
94- title = { {JuMP}: A Modeling Language for Mathematical Optimization } ,
94+ title = { {JuMP}: A {M}odeling {L}anguage for {M}athematical {O}ptimization } ,
9595 journal = { SIAM Review} ,
9696 volume = { 59} ,
9797 number = { 2} ,
@@ -100,19 +100,21 @@ @article{jump
100100 doi = { 10.1137/15M1020575} ,
101101}
102102
103- @book {fourer2003ampl ,
104- title ={ AMPL. A modeling language for mathematical programming } ,
103+ @article {fourer2003ampl ,
104+ title ={ A {M}odeling {L}anguage for {M}athematical {P}rogramming } ,
105105 author ={ Fourer, Robert and Gay, David M. and Kernighan, Brian W.} ,
106- year ={ 2003 } ,
107- publisher = { 2nd ed., Brooks/Cole, Pacific Grove, CA } ,
106+ year ={ 1990 } ,
107+ journal = { Management Science } ,
108108 isbn ={ 0-534-38809-4} ,
109109 doi = { 10.1287/mnsc.36.5.519} ,
110+ volume = { 36} ,
111+ number = { 5} ,
112+ pages = { 519--554}
110113}
111114
112115@article {cutest ,
113116 author = { Gould, Nicholas I. and Orban, Dominique and Toint, Philippe L.} ,
114- title = { {CUTEst}: A Constrained and Unconstrained Testing Environment with Safe
115- Threads for Mathematical Optimization} ,
117+ title = { {CUTEst}: A {C}onstrained and {U}nconstrained {T}esting {E}nvironment with safe threads for mathematical optimization} ,
116118 journal = { Computational Optimization and Applications} ,
117119 volume = { 60} ,
118120 number = { 3} ,
@@ -122,7 +124,7 @@ @article{cutest
122124}
123125
124126@article {tron ,
125- title = { Newton’s Method for Large Bound-Constrained Optimization Problems } ,
127+ title = { Newton’s {M}ethod for {L}arge {B}ound-{C}onstrained {O}ptimization {P}roblems } ,
126128 volume = { 9} ,
127129 ISSN = { 1095-7189} ,
128130 url = { http://dx.doi.org/10.1137/S1052623498345075} ,
@@ -143,7 +145,7 @@ @article{Krylov_jl
143145month = sep,
144146number = { 89} ,
145147pages = { 5187} ,
146- title = { {{ Krylov.jl: A Julia basket of hand-picked Krylov methods}} } ,
148+ title = { Krylov.jl: {A} {J}ulia basket of hand-picked {K}rylov methods} ,
147149url = { https://joss.theoj.org/papers/10.21105/joss.05187} ,
148150volume = { 8} ,
149151year = { 2023}
@@ -186,7 +188,7 @@ @article{besard2018juliagpu
186188}
187189
188190@article {lubin2015computing ,
189- title ={ Computing in operations research using {J}ulia} ,
191+ title ={ Computing in {O}perations {R}esearch {U}sing {J}ulia} ,
190192 author ={ Lubin, Miles and Dunning, Iain} ,
191193 journal ={ INFORMS Journal on Computing} ,
192194 volume ={ 27} ,
@@ -241,7 +243,7 @@ @article{dolan2002benchmarking
241243}
242244
243245@book {conn2000trust ,
244- title ={ Trust region methods } ,
246+ title ={ Trust {R}egion {M}ethods } ,
245247 author ={ Conn, Andrew R. and Gould, Nicholas I.M. and Toint, Philippe L.} ,
246248 year ={ 2000} ,
247249 publisher ={ SIAM} ,
@@ -256,9 +258,9 @@ @misc{NLopt
256258}
257259
258260@incollection {byrd2006k ,
259- title ={ Knitro: An integrated package for nonlinear optimization } ,
261+ title ={ {\sc{ Knitro}} : An {I}ntegrated {P}ackage for {N}onlinear {O}ptimization } ,
260262 author ={ Byrd, Richard H and Nocedal, Jorge and Waltz, Richard A} ,
261- booktitle ={ Large-scale nonlinear optimization } ,
263+ booktitle ={ Large-{S}cale {N}onlinear {O}ptimization } ,
262264 pages ={ 35--59} ,
263265 year ={ 2006} ,
264266 publisher ={ Springer} ,
@@ -290,8 +292,7 @@ @article{fomo
290292}
291293
292294@article {galahad ,
293- title = { GALAHAD 4.0: an open source library of Fortran packages
294- with C and Matlab interfaces for continuous optimization} ,
295+ title = { GALAHAD 4.0: an open source library of {F}ortran packages with {C} and {M}atlab interfaces for continuous optimization} ,
295296 volume = { 8} ,
296297 ISSN = { 2475-9066} ,
297298 url = { http://dx.doi.org/10.21105/joss.04882} ,
0 commit comments