formatting

Author: jonaspleyer

paper/references.bib

@@ -26,7 +26,7 @@ @article{Mockus1978
 }
 
 @article{Jones1998,
-    title={Efficient global optimization of expensive black-box functions},
+    title = {Efficient global optimization of expensive black-box functions},
     volume = {13},
     ISSN = {0925-5001},
     url = {http://dx.doi.org/10.1023/A:1008306431147},
@@ -142,135 +142,162 @@ @article{Grazzini2017
 }
 
 @misc{frazier_tutorial_2018,
-	title = {A Tutorial on Bayesian Optimization},
-	url = {http://arxiv.org/abs/1807.02811},
-	number = {{arXiv}:1807.02811},
-	publisher = {{arXiv}},
-	author = {Frazier, Peter I.},
-	urldate = {2023-07-17},
-	date = {2018-07-08},
-	eprinttype = {arxiv},
-	eprint = {1807.02811 [cs, math, stat]},
-	note = {tex.ids= {frazierTutorialBayesian}2018a},
-	keywords = {Computer Science - Machine Learning, Mathematics - Optimization and Control, Statistics - Machine Learning},
-    doi={10.48550/arXiv.1807.02811}
+    title = {A Tutorial on Bayesian Optimization},
+    url = {http://arxiv.org/abs/1807.02811},
+    number = {{arXiv}:1807.02811},
+    publisher = {{arXiv}},
+    author = {Frazier, Peter I.},
+    urldate = {2023-07-17},
+    date = {2018-07-08},
+    eprinttype = {arxiv},
+    eprint = {1807.02811 [cs, math, stat]},
+    note = {tex.ids= {frazierTutorialBayesian}2018a},
+    keywords = {Computer Science - Machine Learning, Mathematics - Optimization
+                and Control, Statistics - Machine Learning},
+    doi = {10.48550/arXiv.1807.02811},
 }
 
 @article{wang_bayesian_2016,
-	title = {Bayesian Optimization in a Billion Dimensions via Random Embeddings},
-	volume = {55},
-	issn = {1076-9757},
-	url = {https://jair.org/index.php/jair/article/view/10983},
-	doi = {10.1613/jair.4806},
-	pages = {361--387},
-	journaltitle = {Journal of Artificial Intelligence Research},
-	shortjournal = {jair},
-	author = {Wang, Ziyu and Hutter, Frank and Zoghi, Masrour and Matheson, David and De Feitas, Nando},
-	urldate = {2023-07-17},
-	date = {2016-02-19},
-    year={2016},
-    journal={Journal of Artificial Intelligence Research},
-	langid = {english},
+    title = {Bayesian Optimization in a Billion Dimensions via Random Embeddings
+             },
+    volume = {55},
+    issn = {1076-9757},
+    url = {https://jair.org/index.php/jair/article/view/10983},
+    doi = {10.1613/jair.4806},
+    pages = {361--387},
+    journaltitle = {Journal of Artificial Intelligence Research},
+    shortjournal = {jair},
+    author = {Wang, Ziyu and Hutter, Frank and Zoghi, Masrour and Matheson,
+              David and De Feitas, Nando},
+    urldate = {2023-07-17},
+    date = {2016-02-19},
+    year = {2016},
+    journal = {Journal of Artificial Intelligence Research},
+    langid = {english},
 }
 
 @book{rasmussen_gaussian_2006,
-	location = {Cambridge, Mass},
-	title = {Gaussian processes for machine learning},
-	isbn = {978-0-262-18253-9},
-	series = {Adaptive computation and machine learning},
-	pagetotal = {248},
-	publisher = {{MIT} Press},
-	author = {Rasmussen, Carl Edward and Williams, Christopher K. I.},
-	date = {2006},
-    year={2006},
-	langid = {english},
-	note = {{OCLC}: ocm61285753},
-	keywords = {Data processing, Gaussian processes, Machine learning, Mathematical models},
+    location = {Cambridge, Mass},
+    title = {Gaussian processes for machine learning},
+    isbn = {978-0-262-18253-9},
+    series = {Adaptive computation and machine learning},
+    pagetotal = {248},
+    publisher = {{MIT} Press},
+    author = {Rasmussen, Carl Edward and Williams, Christopher K. I.},
+    date = {2006},
+    year = {2006},
+    langid = {english},
+    note = {{OCLC}: ocm61285753},
+    keywords = {Data processing, Gaussian processes, Machine learning,
+                Mathematical models},
 }
 
 @inproceedings{movckus1975bayesian,
-  title={On Bayesian methods for seeking the extremum},
-  author={Mo{\v{c}}kus, Jonas},
-  booktitle={Optimization Techniques IFIP Technical Conference Novosibirsk, July 1--7, 1974 6},
-  pages={400--404},
-  year={1975},
-  organization={Springer}
+    title = {On Bayesian methods for seeking the extremum},
+    author = {Mo{\v{c}}kus, Jonas},
+    booktitle = {Optimization Techniques IFIP Technical Conference Novosibirsk,
+                 July 1--7, 1974 6},
+    pages = {400--404},
+    year = {1975},
+    organization = {Springer},
 }
 
 
 @article{liu1989limited,
-  title={On the limited memory BFGS method for large scale optimization},
-  author={Liu, Dong C and Nocedal, Jorge},
-  journal={Mathematical programming},
-  volume={45},
-  number={1},
-  pages={503--528},
-  year={1989},
-  publisher={Springer},
-  doi={10.1007/BF01589116}
+    title = {On the limited memory BFGS method for large scale optimization},
+    author = {Liu, Dong C and Nocedal, Jorge},
+    journal = {Mathematical programming},
+    volume = {45},
+    number = {1},
+    pages = {503--528},
+    year = {1989},
+    publisher = {Springer},
+    doi = {10.1007/BF01589116},
 }
 
 @article{frazier2009knowledge,
-author = {Frazier, Peter and Powell, Warren and Dayanik, Savas},
-title = {The Knowledge-Gradient Policy for Correlated Normal Beliefs},
-journal = {INFORMS Journal on Computing},
-volume = {21},
-number = {4},
-pages = {599-613},
-year = {2009},
-doi = {10.1287/ijoc.1080.0314},
-URL = {https://doi.org/10.1287/ijoc.1080.0314},
+    author = {Frazier, Peter and Powell, Warren and Dayanik, Savas},
+    title = {The Knowledge-Gradient Policy for Correlated Normal Beliefs},
+    journal = {INFORMS Journal on Computing},
+    volume = {21},
+    number = {4},
+    pages = {599-613},
+    year = {2009},
+    doi = {10.1287/ijoc.1080.0314},
+    URL = {https://doi.org/10.1287/ijoc.1080.0314},
 }
 
 @article{frazier2008knowledge,
-author = {Frazier, Peter I. and Powell, Warren B. and Dayanik, Savas},
-title = {A Knowledge-Gradient Policy for Sequential Information Collection},
-journal = {SIAM Journal on Control and Optimization},
-volume = {47},
-number = {5},
-pages = {2410-2439},
-year = {2008},
-doi = {10.1137/070693424},
-URL = {https://doi.org/10.1137/070693424},
+    author = {Frazier, Peter I. and Powell, Warren B. and Dayanik, Savas},
+    title = {A Knowledge-Gradient Policy for Sequential Information Collection},
+    journal = {SIAM Journal on Control and Optimization},
+    volume = {47},
+    number = {5},
+    pages = {2410-2439},
+    year = {2008},
+    doi = {10.1137/070693424},
+    URL = {https://doi.org/10.1137/070693424},
 }
 
 
 @article{chick2001new,
-author = {Chick, Stephen E. and Inoue, Koichiro},
-title = {New Two-Stage and Sequential Procedures for Selecting the Best Simulated System},
-journal = {Operations Research},
-volume = {49},
-number = {5},
-pages = {732-743},
-year = {2001},
-doi = {10.1287/opre.49.5.732.10615},
-URL = {https://doi.org/10.1287/opre.49.5.732.10615}
+    author = {Chick, Stephen E. and Inoue, Koichiro},
+    title = {New Two-Stage and Sequential Procedures for Selecting the Best
+             Simulated System},
+    journal = {Operations Research},
+    volume = {49},
+    number = {5},
+    pages = {732-743},
+    year = {2001},
+    doi = {10.1287/opre.49.5.732.10615},
+    URL = {https://doi.org/10.1287/opre.49.5.732.10615},
 }
 
 @article{hennig2012entropy,
-author = {Hennig, Philipp and Schuler, Christian J.},
-title = {Entropy search for information-efficient global optimization},
-year = {2012},
-issue_date = {3/1/2012},
-publisher = {JMLR.org},
-volume = {13},
-number = {null},
-issn = {1532-4435},
-journal = {J. Mach. Learn. Res.},
-month = jun,
-pages = {1809–1837},
-numpages = {29}
+    author = {Hennig, Philipp and Schuler, Christian J.},
+    title = {Entropy search for information-efficient global optimization},
+    year = {2012},
+    issue_date = {3/1/2012},
+    publisher = {JMLR.org},
+    volume = {13},
+    number = {null},
+    issn = {1532-4435},
+    journal = {J. Mach. Learn. Res.},
+    month = jun,
+    pages = {1809–1837},
+    numpages = {29},
 }
 
 @article{hernandez2014predictive,
-  author = {Hern\'{a}ndez-Lobato, Jos\'{e} Miguel and Hoffman, Matthew W. and Ghahramani, Zoubin},
-  booktitle = {Advances in Neural Information Processing Systems},
-  editor = {Z. Ghahramani and M. Welling and C. Cortes and N. Lawrence and K.Q. Weinberger},
-  pages = {},
-  publisher = {Curran Associates, Inc.},
-  journal={Advances in neural information processing systems},
-  title = {Predictive Entropy Search for Efficient Global Optimization of Black-box Functions},
-  url = {https://proceedings.neurips.cc/paper_files/paper/2014/file/6488484c982e9af5c35689523ba1abfe-Paper.pdf},
-  volume = {27},
-  year = {2014}
-}
+    author = {Hern\'{a}ndez-Lobato, Jos\'{e} Miguel and Hoffman, Matthew W. and
+              Ghahramani, Zoubin},
+    booktitle = {Advances in Neural Information Processing Systems},
+    editor = {Z. Ghahramani and M. Welling and C. Cortes and N. Lawrence and
+              K.Q. Weinberger},
+    pages = {},
+    publisher = {Curran Associates, Inc.},
+    journal = {Advances in neural information processing systems},
+    title = {Predictive Entropy Search for Efficient Global Optimization of
+             Black-box Functions},
+    url = {
+           https://proceedings.neurips.cc/paper_files/paper/2014/file/6488484c982e9af5c35689523ba1abfe-Paper.pdf
+           },
+    volume = {27},
+    year = {2014},
+}
+
+@article{Piou2009,
+    title = {Proposing an information criterion for individual-based models
+             developed in a pattern-oriented modelling framework},
+    volume = {220},
+    ISSN = {0304-3800},
+    url = {http://dx.doi.org/10.1016/j.ecolmodel.2009.05.003},
+    DOI = {10.1016/j.ecolmodel.2009.05.003},
+    number = {17},
+    journal = {Ecological Modelling},
+    publisher = {Elsevier BV},
+    author = {Piou, Cyril and Berger, Uta and Grimm, Volker},
+    year = {2009},
+    month = sep,
+    pages = {1957–1967},
+}