
@article{alansary2019evaluating,
  title={{Evaluating Reinforcement Learning Agents for Anatomical Landmark Detection}},
  author={Alansary, Amir and Oktay, Ozan and Li, Yuanwei and Le Folgoc, Loic and 
          Hou, Benjamin and Vaillant, Ghislain and Kamnitsas, Konstantinos and 
          Vlontzos, Athanasios and Glocker, Ben and Kainz, Bernhard and Rueckert, Daniel},
  journal={Medical Image Analysis},
  year={2019},
  publisher={Elsevier}
}


@article{deepmind2015,
	Abstract = {An artificial agent is developed that learns to play a diverse range of classic Atari 2600 computer games directly from sensory experience, achieving a performance comparable to that of an expert human player; this work paves the way to building general-purpose learning algorithms that bridge the divide between perception and action.},
	Author = {Mnih, Volodymyr and Kavukcuoglu, Koray and Silver, David and Rusu, Andrei A. and Veness, Joel and Bellemare, Marc G. and Graves, Alex and Riedmiller, Martin and Fidjeland, Andreas K. and Ostrovski, Georg and Petersen, Stig and Beattie, Charles and Sadik, Amir and Antonoglou, Ioannis and King, Helen and Kumaran, Dharshan and Wierstra, Daan and Legg, Shane and Hassabis, Demis},
	Da = {2015/02/01},
	Id = {Mnih2015},
	Isbn = {1476-4687},
	Journal = {Nature},
	Number = {7540},
	Pages = {529--533},
	Title = {Human-level control through deep reinforcement learning},
	Ty = {JOUR},
	Volume = {518},
	Year = {2015},
}

@article{mnih2013playing,
  title={Playing atari with deep reinforcement learning},
  author={Mnih, Volodymyr and Kavukcuoglu, Koray and Silver, David and Graves, Alex and Antonoglou, Ioannis and Wierstra, Daan and Riedmiller, Martin},
  journal={arXiv preprint arXiv:1312.5602},
  year={2013}
}

@article{parekh2019deep,
  title={Deep learning and radiomics in precision medicine},
  author={Parekh, Vishwa S and Jacobs, Michael A},
  journal={Expert review of precision medicine and drug development},
  volume={4},
  number={2},
  pages={59--72},
  year={2019},
  publisher={Taylor \& Francis}
}

@article{hosny2018artificial,
  title={Artificial intelligence in radiology},
  author={Hosny, Ahmed and Parmar, Chintan and Quackenbush, John and Schwartz, Lawrence H and Aerts, Hugo JWL},
  journal={Nature Reviews Cancer},
  volume={18},
  number={8},
  pages={500--510},
  year={2018},
  publisher={Nature Publishing Group}
}

@article{ghesu2017multi,
  title={Multi-scale deep reinforcement learning for real-time 3D-landmark detection in CT scans},
  author={Ghesu, Florin-Cristian and Georgescu, Bogdan and Zheng, Yefeng and Grbic, Sasa and Maier, Andreas and Hornegger, Joachim and Comaniciu, Dorin},
  journal={IEEE transactions on pattern analysis and machine intelligence},
  volume={41},
  number={1},
  pages={176--189},
  year={2017},
  publisher={IEEE}
}

@inproceedings{alansary2018automatic,
  title={Automatic view planning with multi-scale deep reinforcement learning agents},
  author={Alansary, Amir and Le Folgoc, Loic and Vaillant, Ghislain and Oktay, Ozan and Li, Yuanwei and Bai, Wenjia and Passerat-Palmbach, Jonathan and Guerrero, Ricardo and Kamnitsas, Konstantinos and Hou, Benjamin and others},
  booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
  pages={277--285},
  year={2018},
  organization={Springer}
}

@article{tseng2017deep,
  title={Deep reinforcement learning for automated radiation adaptation in lung cancer},
  author={Tseng, Huan-Hsin and Luo, Yi and Cui, Sunan and Chien, Jen-Tzung and Ten Haken, Randall K and El Naqa, Issam},
  journal={Medical physics},
  volume={44},
  number={12},
  pages={6690--6705},
  year={2017},
  publisher={Wiley Online Library}
}

@article{ali2018lung,
  title={Lung nodule detection via deep reinforcement learning},
  author={Ali, Issa and Hart, Gregory R and Gunabushanam, Gowthaman and Liang, Ying and Muhammad, Wazir and Nartowt, Bradley and Kane, Michael and Ma, Xiaomei and Deng, Jun},
  journal={Frontiers in oncology},
  volume={8},
  pages={108},
  year={2018},
  publisher={Frontiers}
}

@inproceedings{maicas2017deep,
  title={Deep reinforcement learning for active breast lesion detection from DCE-MRI},
  author={Maicas, Gabriel and Carneiro, Gustavo and Bradley, Andrew P and Nascimento, Jacinto C and Reid, Ian},
  booktitle={International conference on medical image computing and computer-assisted intervention},
  pages={665--673},
  year={2017},
  organization={Springer}
}

@inproceedings{ma2017multimodal,
  title={Multimodal image registration with deep context reinforcement learning},
  author={Ma, Kai and Wang, Jiangping and Singh, Vivek and Tamersoy, Birgi and Chang, Yao-Jen and Wimmer, Andreas and Chen, Terrence},
  booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
  pages={240--248},
  year={2017},
  organization={Springer}
}

@inproceedings{vlontzos2019multiple,
  title={Multiple Landmark Detection using Multi-Agent Reinforcement Learning},
  author={Vlontzos, Athanasios and Alansary, Amir and Kamnitsas, Konstantinos and Rueckert, Daniel and Kainz, Bernhard},
  booktitle={International Conference on Medical Image Computing and Computer-Assisted Intervention},
  pages={262--270},
  year={2019},
  organization={Springer}
}

@article{silver2017mastering,
  title={Mastering the game of go without human knowledge},
  author={Silver, David and Schrittwieser, Julian and Simonyan, Karen and Antonoglou, Ioannis and Huang, Aja and Guez, Arthur and Hubert, Thomas and Baker, Lucas and Lai, Matthew and Bolton, Adrian and others},
  journal={Nature},
  volume={550},
  number={7676},
  pages={354--359},
  year={2017},
  publisher={Nature Publishing Group}
}

@book{sutton2018reinforcement,
  title={Reinforcement learning: An introduction},
  author={Sutton, Richard S and Barto, Andrew G},
  year={2018},
  publisher={MIT press}
}

@article{li2016deep,
  title={Deep reinforcement learning for dialogue generation},
  author={Li, Jiwei and Monroe, Will and Ritter, Alan and Galley, Michel and Gao, Jianfeng and Jurafsky, Dan},
  journal={arXiv preprint arXiv:1606.01541},
  year={2016}
}

@inproceedings{mousavi2016deep,
  title={Deep reinforcement learning: an overview},
  author={Mousavi, Seyed Sajad and Schukat, Michael and Howley, Enda},
  booktitle={Proceedings of SAI Intelligent Systems Conference},
  pages={426--440},
  year={2016},
  organization={Springer}
}

@article{sallab2017deep,
  title={Deep reinforcement learning framework for autonomous driving},
  author={Sallab, Ahmad EL and Abdou, Mohammed and Perot, Etienne and Yogamani, Senthil},
  journal={Electronic Imaging},
  volume={2017},
  number={19},
  pages={70--76},
  year={2017},
  publisher={Society for Imaging Science and Technology}
}


@inproceedings{hasselt2010double,
  title={Double Q-learning},
  author={Hasselt, Hado V},
  booktitle={Advances in neural information processing systems},
  pages={2613--2621},
  year={2010}
}

@inproceedings{van2016deep,
  title={Deep reinforcement learning with double q-learning},
  author={Van Hasselt, Hado and Guez, Arthur and Silver, David},
  booktitle={Thirtieth AAAI conference on artificial intelligence},
  year={2016}
}

@article{wang2015dueling,
  title={Dueling network architectures for deep reinforcement learning},
  author={Wang, Ziyu and Schaul, Tom and Hessel, Matteo and Van Hasselt, Hado and Lanctot, Marc and De Freitas, Nando},
  journal={arXiv preprint arXiv:1511.06581},
  year={2015}
}

@article{parekh2020multiparametric,
  title={Multiparametric deep learning tissue signatures for a radiological biomarker of breast cancer: Preliminary results},
  author={Parekh, Vishwa S and Macura, Katarzyna J and Harvey, Susan C and Kamel, Ihab R and EI-Khouli, Riham and Bluemke, David A and Jacobs, Michael A},
  journal={Medical physics},
  volume={47},
  number={1},
  pages={75--88},
  year={2020},
  publisher={Wiley Online Library}
}

@article{leung2020longitudinal,
  title={Longitudinal functional and imaging outcome measures in FKRP limb-girdle muscular dystrophy},
  author={Leung, Doris G and Bocchieri, Alex E and Ahlawat, Shivani and Jacobs, Michael A and Parekh, Vishwa S and Braverman, Vladimir and Summerton, Katherine and Mansour, Jennifer and Bibat, Genila and Morris, Carl and others},
  journal={BMC Neurology},
  volume={20},
  pages={1--12},
  year={2020},
  publisher={BioMed Central}
}