bibliography.bib

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@Article{Wang_2020,
  author       = {Qi Wang and Yue Ma and Kun Zhao and Yingjie Tian},
  date         = {2020-04},
  journaltitle = {Annals of Data Science},
  title        = {A Comprehensive Survey of Loss Functions in Machine Learning},
  doi          = {10.1007/s40745-020-00253-5},
  issn         = {2198-5804},
  number       = {2},
  pages        = {187-212},
  volume       = {9},
  file         = {:full_texts/Wang_2020 - A Comprehensive Survey of Loss Functions in Machine Learning.pdf:PDF},
  publisher    = {Springer Science and Business Media {LLC}},
}

@Book{Masse2011,
  author    = {Massé, Mark},
  date      = {2011},
  title     = {REST API design rulebook},
  isbn      = {9781449310509},
  pages     = {94},
  publisher = {O'Reilly Media},
  file      = {:full_texts/REST-API-Design-Rulebook.pdf:PDF},
}

@Article{Weinan2017,
  author       = {Weinan E},
  date         = {2017-03},
  journaltitle = {Communications in Mathematics and Statistics},
  title        = {A Proposal on Machine Learning via Dynamical Systems},
  doi          = {10.1007/s40304-017-0103-z},
  number       = {1},
  pages        = {1--11},
  volume       = {5},
  file         = {:full_texts/s40304-017-0103-z.pdf:PDF},
  publisher    = {Springer Science and Business Media {LLC}},
}

@Book{ShalevShwartz2014,
  author    = {Shai Shalev-Shwartz and Shai Ben-David},
  date      = {2014-05},
  title     = {Understanding Machine Learning},
  doi       = {10.1017/cbo9781107298019},
  isbn      = {9781107057135},
  pages     = {410},
  publisher = {Cambridge University Press},
  file      = {:full_texts/understanding-machine-learning-theory-algorithms.pdf:PDF},
}

@Book{Nocedal2006,
  author    = {Nocedal, Jorge and Wright, Stephen},
  date      = {2006},
  title     = {Numerical Optimization (Springer Series in Operations Research and Financial Engineering)},
  isbn      = {9780387303031},
  pages     = {664},
  publisher = {Springer},
  file      = {:full_texts/num_optimization.pdf:PDF},
}

@Book{Goodfellow2017,
  author       = {Goodfellow, Ian and Bengio, Yoshua and Courville, Aaron and Bach, Francis},
  date         = {2017},
  title        = {Deep Learning},
  doi          = {10.1038/nature14539},
  isbn         = {9780262035613},
  number       = {7553},
  pages        = {436--444},
  publisher    = {MIT Press},
  volume       = {521},
  file         = {:full_texts/deeplearningbook.pdf:PDF},
  journaltitle = {Nature},
}

@Article{Virtanen2020,
  author       = {Pauli Virtanen and Ralf Gommers and Travis E. Oliphant and Matt Haberland and Tyler Reddy and David Cournapeau and Evgeni Burovski and Pearu Peterson and Warren Weckesser and Jonathan Bright and St{\'{e}}fan J. van der Walt and Matthew Brett and Joshua Wilson and K. Jarrod Millman and Nikolay Mayorov and Andrew R. J. Nelson and Eric Jones and Robert Kern and Eric Larson and C J Carey and {\.{I}}lhan Polat and Yu Feng and Eric W. Moore and Jake VanderPlas and Denis Laxalde and Josef Perktold and Robert Cimrman and Ian Henriksen and E. A. Quintero and Charles R. Harris and Anne M. Archibald and Ant{\^{o}}nio H. Ribeiro and Fabian Pedregosa and Paul van Mulbregt and Aditya Vijaykumar and Alessandro Pietro Bardelli and Alex Rothberg and Andreas Hilboll and Andreas Kloeckner and Anthony Scopatz and Antony Lee and Ariel Rokem and C. Nathan Woods and Chad Fulton and Charles Masson and Christian Häggström and Clark Fitzgerald and David A. Nicholson and David R. Hagen and Dmitrii V. Pasechnik and Emanuele Olivetti and Eric Martin and Eric Wieser and Fabrice Silva and Felix Lenders and Florian Wilhelm and G. Young and Gavin A. Price and Gert-Ludwig Ingold and Gregory E. Allen and Gregory R. Lee and Herv{\'{e}} Audren and Irvin Probst and Jörg P. Dietrich and Jacob Silterra and James T Webber and Janko Slavi{\v{c}} and Joel Nothman and Johannes Buchner and Johannes Kulick and Johannes L. Schönberger and Jos{\'{e}} Vin{\'{\i}}cius de Miranda Cardoso and Joscha Reimer and Joseph Harrington and Juan Luis Cano Rodr{\'{\i}}guez and Juan Nunez-Iglesias and Justin Kuczynski and Kevin Tritz and Martin Thoma and Matthew Newville and Matthias Kümmerer and Maximilian Bolingbroke and Michael Tartre and Mikhail Pak and Nathaniel J. Smith and Nikolai Nowaczyk and Nikolay Shebanov and Oleksandr Pavlyk and Per A. Brodtkorb and Perry Lee and Robert T. McGibbon and Roman Feldbauer and Sam Lewis and Sam Tygier and Scott Sievert and Sebastiano Vigna and Stefan Peterson and Surhud More and Tadeusz Pudlik and Takuya Oshima and Thomas J. Pingel and Thomas P. Robitaille and Thomas Spura and Thouis R. Jones and Tim Cera and Tim Leslie and Tiziano Zito and Tom Krauss and Utkarsh Upadhyay and Yaroslav O. Halchenko and Yoshiki V{\'{a}}zquez-Baeza and},
  date         = {2020-02},
  journaltitle = {Nature Methods},
  title        = {{SciPy} 1.0: fundamental algorithms for scientific computing in Python},
  doi          = {10.1038/s41592-019-0686-2},
  number       = {3},
  pages        = {261--272},
  volume       = {17},
  publisher    = {Springer Science and Business Media {LLC}},
}

@Book{Nielsen2010,
  author    = {Michael A. Nielsen and Isaac L. Chuang},
  date      = {2012-06},
  title     = {Quantum Computation and Quantum Information},
  doi       = {10.1017/cbo9780511976667},
  isbn      = {9781107002173},
  publisher = {Cambridge University Press},
  file      = {:full_texts/Quantum_Computation_and_Quantum_Information.pdf:PDF},
}

@Article{Einstein1935,
  author       = {A. Einstein and B. Podolsky and N. Rosen},
  date         = {1935-05},
  journaltitle = {Physical Review},
  title        = {Can Quantum-Mechanical Description of Physical Reality Be Considered Complete?},
  doi          = {10.1103/physrev.47.777},
  number       = {10},
  pages        = {777--780},
  volume       = {47},
  file         = {:Einstein1935 - Can Quantum Mechanical Description of Physical Reality Be Considered Complete_.pdf:PDF;:full_texts/PhysRev.47.777.pdf:PDF},
  publisher    = {American Physical Society ({APS})},
}

@Article{Preskill1998,
  author       = {John Preskill},
  date         = {1998-01},
  journaltitle = {Proceedings of the Royal Society of London. Series A: Mathematical, Physical and Engineering Sciences},
  title        = {Reliable quantum computers},
  doi          = {10.1098/rspa.1998.0167https://doi.org/10.1088/1367-2630/18/2/023023},
  number       = {1969},
  pages        = {385--410},
  volume       = {454},
  file         = {:full_texts/Preskill-ReliableQuantumComputers-1998.pdf:PDF},
  publisher    = {The Royal Society},
}

@Article{McClean2016,
  author       = {Jarrod R McClean and Jonathan Romero and Ryan Babbush and Al{\'{a}}n Aspuru-Guzik},
  date         = {2016-02},
  journaltitle = {New Journal of Physics},
  title        = {The theory of variational hybrid quantum-classical algorithms},
  doi          = {10.1088/1367-2630/18/2/023023},
  number       = {2},
  pages        = {023023},
  volume       = {18},
  file         = {:full_texts/McClean_2016_New_J._Phys._18_023023.pdf:PDF},
  publisher    = {{IOP} Publishing},
}

@Article{Peruzzo2013,
  author    = {Peruzzo, Alberto and McClean, Jarrod and Shadbolt, Peter and Yung, Man-Hong and Zhou, Xiao-Qi and Love, Peter J. and Aspuru-Guzik, Alán and O'Brien, Jeremy L.},
  date      = {2013},
  title     = {A variational eigenvalue solver on a quantum processor},
  doi       = {10.48550/ARXIV.1304.3061},
  copyright = {arXiv.org perpetual, non-exclusive license},
  file      = {:full_texts/ncomms5213.pdf:PDF},
  keywords  = {Quantum Physics (quant-ph), Chemical Physics (physics.chem-ph), FOS: Physical sciences, FOS: Physical sciences},
  publisher = {arXiv},
}

@Article{Moll2017,
  author    = {Moll, Nikolaj and Barkoutsos, Panagiotis and Bishop, Lev S. and Chow, Jerry M. and Cross, Andrew and Egger, Daniel J. and Filipp, Stefan and Fuhrer, Andreas and Gambetta, Jay M. and Ganzhorn, Marc and Kandala, Abhinav and Mezzacapo, Antonio and Müller, Peter and Riess, Walter and Salis, Gian and Smolin, John and Tavernelli, Ivano and Temme, Kristan},
  date      = {2017},
  title     = {Quantum optimization using variational algorithms on near-term quantum devices},
  doi       = {10.48550/ARXIV.1710.01022},
  copyright = {arXiv.org perpetual, non-exclusive license},
  file      = {:full_texts/1710.01022.pdf:PDF},
  keywords  = {Quantum Physics (quant-ph), FOS: Physical sciences, FOS: Physical sciences},
  publisher = {arXiv},
}

@InCollection{Buehler2022,
  author    = {Fabian Bühler and Johanna Barzen and Lukas Harzenetter and Frank Leymann and Philipp Wundrack},
  booktitle = {Service-Oriented Computing},
  date      = {2022},
  title     = {Combining the~Best of~Two Worlds: Microservices and~Micro Frontends as~Basis for~a~New Plugin Architecture},
  doi       = {10.1007/978-3-031-18304-1_1},
  pages     = {3--23},
  publisher = {Springer International Publishing},
  file      = {:full_texts/978-3-031-18304-1.pdf:PDF},
}

@PhdThesis{Fielding2000,
  author    = {Fielding, Roy Thomas and Taylor, Richard N.},
  title     = {Architectural Styles and the Design of Network-Based Software Architectures},
  isbn      = {0599871180},
  note      = {AAI9980887},
  abstract  = {The World Wide Web has succeeded in large part because its software architecture has been designed to meet the needs of an Internet-scale distributed hypermedia system. The Web has been iteratively developed over the past ten years through a series of modifications to the standards that define its architecture. In order to identify those aspects of the Web that needed improvement and avoid undesirable modifications, a model for the modern Web architecture was needed to guide its design, definition, and deployment. Software architecture research investigates methods for determining how best to partition a system, how components identify and communicate with each other, how information is communicated, how elements of a system can evolve independently, and how all of the above can be described using formal and informal notations. My work is motivated by the desire to understand and evaluate the architectural design of network-based application software through principled use of architectural constraints, thereby obtaining the functional, performance, and social properties desired of an architecture. An architectural style is a named, coordinated set of architectural constraints. This dissertation defines a framework for understanding software architecture via architectural styles and demonstrates how styles can be used to guide the architectural design of network-based application software. A survey of architectural styles for network-based applications is used to classify styles according to the architectural properties they induce on an architecture for distributed hypermedia. I then introduce the Representational State Transfer (REST) architectural style and describe how REST has been used to guide the design and development of the architecture for the modern Web. REST emphasizes scalability of component interactions, generality of interfaces, independent deployment of components, and intermediary components to reduce interaction latency, enforce security, and encapsulate legacy systems. I describe the software engineering principles guiding REST and the interaction constraints chosen to retain those principles, contrasting them to the constraints of other architectural styles. Finally, I describe the lessons learned from applying REST to the design of the Hypertext Transfer Protocol and Uniform Resource Identifier standards, and from their subsequent deployment in Web client and server software.},
  publisher = {University of California, Irvine},
  year      = {2000},
}

@Book{Richardson2013,
  author    = {Richardson, Leonard and Amundsen, Mike and Ruby, Sam},
  title     = {RESTful Web APIs: Services for a Changing World},
  publisher = {" O'Reilly Media, Inc."},
  year      = {2013},
}

@Article{Thullier2021,
  author       = {Florentin Thullier and Sylvain Hall{\'{e}} and S{\'{e}}bastien Gaboury},
  date         = {2021-10},
  journaltitle = {Journal of Ambient Intelligence and Humanized Computing},
  title        = {{LE}2ML: a microservices-based machine learning workbench as part of an agnostic, reliable and scalable architecture for smart homes},
  doi          = {10.1007/s12652-021-03528-8},
  number       = {6},
  pages        = {6563--6584},
  volume       = {14},
  file         = {:full_texts/s12652-021-03528-8.pdf:PDF},
  publisher    = {Springer Science and Business Media {LLC}},
}

@InCollection{Beisel2023,
  author    = {Martin Beisel and Johanna Barzen and Simon Garhofer and Frank Leymann and Felix Truger and Benjamin Weder and Vladimir Yussupov},
  booktitle = {Service-Oriented Computing {\textendash} {ICSOC} 2022 Workshops},
  date      = {2023},
  title     = {Quokka: A Service Ecosystem for~Workflow-Based Execution of~Variational Quantum Algorithms},
  doi       = {10.1007/978-3-031-26507-5_35},
  pages     = {369--373},
  publisher = {Springer Nature Switzerland},
  file      = {:full_texts/Beisel2022_Quokka.pdf:PDF},
}

@InProceedings{Beisel2023a,
  author    = {Martin Beisel and Johanna Barzen and Marvin Bechtold and Frank Leymann and Felix Truger and Benjamin Weder},
  booktitle = {Proceedings of the 13th International Conference on Cloud Computing and Services Science},
  date      = {2023},
  title     = {{QuantME}4VQA: Modeling and Executing Variational Quantum Algorithms Using Workflows},
  doi       = {10.5220/0011997500003488},
  publisher = {{SCITEPRESS} - Science and Technology Publications},
  file      = {:full_texts/Beisel2023_QuantME4VQA.pdf:PDF},
}

@Article{Virtanen2020a,
  author       = {Pauli Virtanen and Ralf Gommers and Travis E. Oliphant and Matt Haberland and Tyler Reddy and David Cournapeau and Evgeni Burovski and Pearu Peterson and Warren Weckesser and Jonathan Bright and St{\'{e}}fan J. van der Walt and Matthew Brett and Joshua Wilson and K. Jarrod Millman and Nikolay Mayorov and Andrew R. J. Nelson and Eric Jones and Robert Kern and Eric Larson and C J Carey and {\.{I}}lhan Polat and Yu Feng and Eric W. Moore and Jake VanderPlas and Denis Laxalde and Josef Perktold and Robert Cimrman and Ian Henriksen and E. A. Quintero and Charles R. Harris and Anne M. Archibald and Ant{\^{o}}nio H. Ribeiro and Fabian Pedregosa and Paul van Mulbregt and Aditya Vijaykumar and Alessandro Pietro Bardelli and Alex Rothberg and Andreas Hilboll and Andreas Kloeckner and Anthony Scopatz and Antony Lee and Ariel Rokem and C. Nathan Woods and Chad Fulton and Charles Masson and Christian Häggström and Clark Fitzgerald and David A. Nicholson and David R. Hagen and Dmitrii V. Pasechnik and Emanuele Olivetti and Eric Martin and Eric Wieser and Fabrice Silva and Felix Lenders and Florian Wilhelm and G. Young and Gavin A. Price and Gert-Ludwig Ingold and Gregory E. Allen and Gregory R. Lee and Herv{\'{e}} Audren and Irvin Probst and Jörg P. Dietrich and Jacob Silterra and James T Webber and Janko Slavi{\v{c}} and Joel Nothman and Johannes Buchner and Johannes Kulick and Johannes L. Schönberger and Jos{\'{e}} Vin{\'{\i}}cius de Miranda Cardoso and Joscha Reimer and Joseph Harrington and Juan Luis Cano Rodr{\'{\i}}guez and Juan Nunez-Iglesias and Justin Kuczynski and Kevin Tritz and Martin Thoma and Matthew Newville and Matthias Kümmerer and Maximilian Bolingbroke and Michael Tartre and Mikhail Pak and Nathaniel J. Smith and Nikolai Nowaczyk and Nikolay Shebanov and Oleksandr Pavlyk and Per A. Brodtkorb and Perry Lee and Robert T. McGibbon and Roman Feldbauer and Sam Lewis and Sam Tygier and Scott Sievert and Sebastiano Vigna and Stefan Peterson and Surhud More and Tadeusz Pudlik and Takuya Oshima and Thomas J. Pingel and Thomas P. Robitaille and Thomas Spura and Thouis R. Jones and Tim Cera and Tim Leslie and Tiziano Zito and Tom Krauss and Utkarsh Upadhyay and Yaroslav O. Halchenko and Yoshiki V{\'{a}}zquez-Baeza and},
  date         = {2020-02},
  journaltitle = {Nature Methods},
  title        = {{{SciPy} 1.0: Fundamental Algorithms for Scientific Computing in Python}},
  doi          = {10.1038/s41592-019-0686-2},
  number       = {3},
  pages        = {261--272},
  volume       = {17},
  adsurl       = {https://rdcu.be/b08Wh},
  journal      = {Nature Methods},
  publisher    = {Springer Science and Business Media {LLC}},
  year         = {2020},
}

@Misc{FabianBuehler,
  editor       = {Fabian Bühler, Philipp Wundrack},
  title        = {QHAna-Plugin-Runner’s documentation},
  organization = {University of Stuttgart},
  type         = {software},
  url          = {https://qhana-plugin-runner.readthedocs.io/},
  urldate      = {2023-09-30},
}

@InCollection{Mayer_2003,
  author       = {Johannes Mayer and Ingo Melzer and Franz Schweiggert},
  booktitle    = {Objects, Components, Architectures, Services, and Applications for a Networked World},
  date         = {2003},
  title        = {Lightweight Plug-In-Based Application Development},
  doi          = {10.1007/3-540-36557-5_9},
  pages        = {87--102},
  publisher    = {Springer Berlin Heidelberg},
  file         = {:full_texts/document.pdf:PDF},
  organization = {Springer},
  year         = {2003},
}

@Article{Birsan2005,
  author       = {Dorian Birsan},
  date         = {2005-03},
  journaltitle = {Queue},
  title        = {On Plug-ins and Extensible Architectures},
  doi          = {10.1145/1053331.1053345},
  number       = {2},
  pages        = {40--46},
  volume       = {3},
  file         = {:full_texts/1053331.1053345.pdf:PDF},
  publisher    = {Association for Computing Machinery ({ACM})},
}

@InCollection{Wolfinger2006,
  author    = {Reinhard Wolfinger and Deepak Dhungana and Herbert Prähofer and Hanspeter Mössenböck},
  booktitle = {Lecture Notes in Computer Science},
  date      = {2006},
  title     = {A Component Plug-In Architecture for the .{NET} Platform},
  doi       = {10.1007/11860990_18},
  pages     = {287--305},
  publisher = {Springer Berlin Heidelberg},
  file      = {:full_texts/JMLC2006_Plugins.pdf:PDF},
}

@InProceedings{Shor,
  author    = {P.W. Shor},
  booktitle = {Proceedings 35th Annual Symposium on Foundations of Computer Science},
  title     = {Algorithms for quantum computation: discrete logarithms and factoring},
  doi       = {10.1109/sfcs.1994.365700},
  publisher = {{IEEE} Comput. Soc. Press},
}

@InCollection{Barzen2022,
  author    = {Johanna Barzen},
  booktitle = {Quantum Computing in the Arts and Humanities},
  date      = {2022},
  title     = {From Digital Humanities to Quantum Humanities: Potentials and Applications},
  doi       = {10.1007/978-3-030-95538-0_1},
  pages     = {1--52},
  publisher = {Springer International Publishing},
}

@Article{Barzen2019,
  author       = {Johanna Barzen and Frank Leymann},
  date         = {2019-08},
  journaltitle = {{SICS} Software-Intensive Cyber-Physical Systems},
  title        = {Quantum humanities: a vision for quantum computing in digital humanities},
  doi          = {10.1007/s00450-019-00419-4},
  number       = {1-2},
  pages        = {153--158},
  volume       = {35},
  publisher    = {Springer Science and Business Media {LLC}},
}

@Article{Castelvecchi2017,
  author       = {Davide Castelvecchi},
  date         = {2017-03},
  journaltitle = {Nature},
  title        = {{IBM}{\textquotesingle}s quantum cloud computer goes commercial},
  doi          = {10.1038/nature.2017.21585},
  number       = {7644},
  pages        = {159--159},
  volume       = {543},
  publisher    = {Springer Science and Business Media {LLC}},
}

@Misc{Miller,
  date    = {2021-02-15},
  editor  = {Darrel Miller and Jeremy Whitlock and Marsh Gardiner and Mike Ralphson and Ron Ratovsky and Uri Sarid},
  title   = {OpenAPI Specification v3.1.0},
  url     = {https://spec.openapis.org/oas/v3.1.0},
  urldate = {2023-10-15},
}

@Misc{Abadi2016,
  author    = {Abadi, Martín and Barham, Paul and Chen, Jianmin and Chen, Zhifeng and Davis, Andy and Dean, Jeffrey and Devin, Matthieu and Ghemawat, Sanjay and Irving, Geoffrey and Isard, Michael and Kudlur, Manjunath and Levenberg, Josh and Monga, Rajat and Moore, Sherry and Murray, Derek G. and Steiner, Benoit and Tucker, Paul and Vasudevan, Vijay and Warden, Pete and Wicke, Martin and Yu, Yuan and Zheng, Xiaoqiang},
  date      = {2016},
  title     = {TensorFlow: A system for large-scale machine learning},
  doi       = {10.48550/ARXIV.1605.08695},
  copyright = {arXiv.org perpetual, non-exclusive license},
  keywords  = {Distributed, Parallel, and Cluster Computing (cs.DC), Artificial Intelligence (cs.AI), FOS: Computer and information sciences, FOS: Computer and information sciences},
  publisher = {arXiv},
}

@Misc{Paszke2019,
  author    = {Paszke, Adam and Gross, Sam and Massa, Francisco and Lerer, Adam and Bradbury, James and Chanan, Gregory and Killeen, Trevor and Lin, Zeming and Gimelshein, Natalia and Antiga, Luca and Desmaison, Alban and Köpf, Andreas and Yang, Edward and DeVito, Zach and Raison, Martin and Tejani, Alykhan and Chilamkurthy, Sasank and Steiner, Benoit and Fang, Lu and Bai, Junjie and Chintala, Soumith},
  date      = {2019},
  title     = {PyTorch: An Imperative Style, High-Performance Deep Learning Library},
  doi       = {10.48550/ARXIV.1912.01703},
  copyright = {arXiv.org perpetual, non-exclusive license},
  keywords  = {Machine Learning (cs.LG), Mathematical Software (cs.MS), Machine Learning (stat.ML), FOS: Computer and information sciences, FOS: Computer and information sciences},
  publisher = {arXiv},
}

@Article{Verbraeken2020,
  author       = {Joost Verbraeken and Matthijs Wolting and Jonathan Katzy and Jeroen Kloppenburg and Tim Verbelen and Jan S. Rellermeyer},
  date         = {2020-03},
  journaltitle = {{ACM} Computing Surveys},
  title        = {A Survey on Distributed Machine Learning},
  doi          = {10.1145/3377454},
  number       = {2},
  pages        = {1--33},
  volume       = {53},
  publisher    = {Association for Computing Machinery ({ACM})},
}

@Book{Hohpe2011,
  author    = {Hohpe, Gregor and Woolf, Bobby},
  date      = {2011},
  title     = {Enterprise Integration Patterns},
  isbn      = {9780321200686},
  pages     = {683},
  publisher = {Programming Simplicity, LLC},
  subtitle  = {Designing, Building, and Deploying Messaging Solutions},
}

@Comment{jabref-meta: databaseType:biblatex;}