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@inproceedings{Nguyen2004a,
	Author = {Nguyen, Thuc Duong and Jennings, Nicholas R.},
	Booktitle = {Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 3},
	Pages = {1064--1071},
	Series = {AAMAS '04},
	Title = {Coordinating Multiple Concurrent Negotiations},
	Year = {2004}}

@article{Somefun2006a,
	Author = {Somefun, D. J. A. and Gerding, E. H. and La Poutr\'{e}, J. A.},
	Issue = {1},
	Journal = {Int. J. Intell. Syst.},
	Pages = {99--119},
	Title = {Efficient methods for automated multi-issue negotiation: Negotiating over a two-part tariff: Research Articles},
	Volume = {21},
	Year = {2006}}

@article{Baarslag12ANAC2011,
	Author = {T. Baarslag and K. Fujita and E. H. Gerding and K. Hindriks and T. Ito and N. R. Jennings and C. Jonker and S. Kraus and R. Lin and V. Robu and C. R. Williams},
	Journal = {Artificial Intelligence Journal},
	Pages = {73-103},
	Title = {Evaluating Practical Negotiating Agents: Results and Analysis of the 2011 International Competition},
	Volume = {198},
	Year = {2013}}

@inproceedings{Faratin2000a,
	Author = {Peyman Faratin and Carles Sierra and Nicholas R. Jennings},
	Booktitle = {Proceedings of the Fourth International Conference on MultiAgent Systems (ICMAS-2000)},
	Title = {Using Similarity Criteria to Make Negotiation Trade-Offs},
	Year = {2000}}

@article{Faratin2002a,
	Author = {Peyman Faratin and Carles Sierra and Nicholas R. Jennings},
	Journal = {Artificial Intelligence},
	Number = {2},
	Pages = {205-237},
	Title = {Using similarity criteria to make issue trade-offs in automated negotiations},
	Volume = {142},
	Year = {2002}}

@inproceedings{Jonker04automulti,
	Author = {Catholijn Jonker and Valentin Robu},
	Booktitle = {Proceedings of the 3 rd International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS-04},
	Pages = {1056--1063},
	Publisher = {ACM Press},
	Title = {Automated Multi-Attribute Negotiation with Efficient Use of Incomplete Preference Information},
	Year = {2004}}

@article{Jonker2007a,
	Author = {Jonker, Catholijn M. and Robu, Valentin and Treur, Jan},
	Issn = {1387-2532},
	Issue = {2},
	Journal = {Autonomous Agents and Multi-Agent Systems},
	Month = {October},
	Pages = {221--252},
	Title = {An agent architecture for multi-attribute negotiation using incomplete preference information},
	Volume = {15},
	Year = {2007}}

@inproceedings{BennGN99a,
	Author = {Wolfgang Benn and Otmar G{\"o}rlitz and Ralf Neubert},
	Booktitle = {Cooperative Information Agents III, Third International Workshop, CIA' 99, Proceedings},
	Editor = {Matthias Klusch and Onn Shehory and Gerhard Wei{\ss}},
	Pages = {335-346},
	Title = {Enabling Integrative Negotiations by Adaptive Software Agents},
	Year = {1999}}

@inproceedings{Guttman1998a,
	Author = {Guttman, Robert H. and Maes, Pattie},
	Booktitle = {Proceedings of the Second International Workshop on Cooperative Information Agents II, Learning, Mobility and Electronic Commerce for Information Discovery on the Internet},
	Pages = {135--147},
	Title = {Cooperative vs. Competitive Multi-Agent Negotiations in Retail Electronic Commerce},
	Year = {1998}}

@incollection{ecs15638,
	Author = {D.J.A. Somefun and E.H. Gerding and S.M. Bohte and J.A. La Poutre},
	Booktitle = {Agent-Mediated Electronic Commerce V: Designing Mechanisms and Systems, Springer Lecture Notes in AI, vol. 3048},
	Editor = {P. Faratin and D.C. Parkes and J.A. Rodriguez-Aguilar and W.E. Walsh},
	Pages = {1-17},
	Publisher = {Springer-Verlag},
	Title = {Automated Negotiation and Bundling of Information Goods},
	Year = {2004}}

@inproceedings{Stroebel00a,
	Author = {Michael Stroebel},
	Booktitle = {Proceedings of the 8th European Conference on Information Systems, Trends in Information and Communication Systems for the 21st Century, ECIS 2000, Vienna, Austria, July 3-5, 2000},
	Title = {Effects of Electronic Markets on Negotiation Processes},
	Year = {2000}}

@phdthesis{Ponka2009a,
	Author = {I. Ponka},
	School = {University of Southampton, School of Electronics and Computer Science},
	Title = {Commitment models and concurrent bilateral negotiation strategies in dynamic service markets},
	Year = {2009}}

@article{Dang2006a,
	Author = {Jiangbo Dang and Michael N. Huhns},
	Journal = {IEEE Internet Computing},
	Pages = {42-49},
	Title = {Concurrent Multiple-Issue Negotiation for Internet-Based Services},
	Volume = {10},
	Year = {2006}}

@techreport{Li2004a,
	Address = {Pittsburgh, PA},
	Author = {Guoming Lai and Cuihong Li and Katia Sycara and JosephAndrew Giampapa},
	Institution = {Robotics Institute, Carnegie Mellon University},
	Month = {December},
	Title = {Literature Review on Multi-attribute Negotiations},
	Year = {2004}}

@article{Sim2010a,
	Author = {Sim, Kwang Mong and Shi, Benyun},
	Issue = {3},
	Journal = {Trans. Sys. Man Cyber. Part B},
	Pages = {753--766},
	Title = {Concurrent negotiation and coordination for grid resource coallocation},
	Volume = {40},
	Year = {2010}}

@article{Lou2003a,
	Author = {Xudong Luo and Nicholas R. Jennings and Nigel Shadbolt and Ho-fung Leung and Jimmy Ho-Man Lee},
	Journal = {ARTIFICIAL INTELLIGENCE},
	Number = {1-2},
	Pages = {53-102},
	Title = {A fuzzy constraint based model for bilateral, multi-issue negotiations in semi-competitive environments},
	Volume = {148},
	Year = {2003}}

@inproceedings{Zhang2004a,
	Author = {Zhang, Ning and Zhang, Song and Wang, Lei and Yang, Jie and Xu, Zhuoqun},
	Booktitle = {Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence},
	Pages = {702--705},
	Series = {WI '04},
	Title = {Offer Group Generation and Delayed Processing in Multi-Issue Negotiation},
	Year = {2004}}

@article{Ito2008a,
	Author = {Ito, Takayuki and Klein, Mark and Hattori, Hiromitsu},
	Issue = {1},
	Journal = {Multiagent Grid Syst.},
	Pages = {67--83},
	Publisher = {IOS Press},
	Title = {A multi-issue negotiation protocol among agents with nonlinear utility functions},
	Volume = {4},
	Year = {2008}}

@inproceedings{ecs9552,
	Author = {S. Fatima and M. Wooldridge and N. R. Jennings},
	Booktitle = {3rd International Conference on Autonomous Agents and Multi-Agent Systems},
	Pages = {1080--1087},
	Title = {Optimal negotiation of multiple issues in incomplete information settings},
	Year = {2004}}

@article{ecs8561,
	Author = {A.R. Lomuscio and M. Wooldridge and N. R. Jennings},
	Journal = {International Journal of Group Decision and Negotiation},
	Number = {1},
	Pages = {31--56},
	Title = {"A classification scheme for negotiation in electronic commerce"},
	Volume = {12},
	Year = {2003}}

@article{Sand2000a,
	Author = {Sandholm, Tuomas},
	Issue = {1},
	Journal = {Autonomous Agents and Multi-Agent Systems},
	Pages = {73--96},
	Title = {Agents in Electronic Commerce: Component Technologies for Automated Negotiation and Coalition Formation},
	Volume = {3},
	Year = {2000}}

@inproceedings{Sand1999a,
	Author = {Tuomas Sandholm and Nir Vulkan},
	Bibsource = {DBLP, http://dblp.uni-trier.de},
	Booktitle = {AAAI/IAAI},
	Pages = {44-51},
	Title = {Bargaining with Deadlines},
	Year = {1999}}

@misc{ANAC,
	Author = {ANAC},
	Title = {http://mmi.tudelft.nl/negotiation/index.php/Automated\_Negotiating\_Agents\_Competition\_({ANAC})},
	Year = {2011}}

@article{rubinstein:1982,
	Author = {Rubinstein, Ariel},
	Journal = {Econometrica},
	Number = {1},
	Pages = {97--109},
	Title = {Perfect Equilibrium in a Bargaining Model},
	Volume = {50},
	Year = {1982}}

@book{raiffa1982art,
	Author = {Howard Raiffa},
	Isbn = {9780674048133},
	Lccn = {82006170},
	Publisher = {Harvard University Press Cambridge, Mass},
	Title = {The art and science of negotiation},
	Year = {1982}}

@article{pa10.8,
	Author = {M. He and N.R. Jennings and H.-F. Leung},
	Journal = {IEEE Transactions on Knowledge and Data Engineering},
	Number = {4},
	Pages = {985-1003},
	Title = {On agent-mediated electronic commerce},
	Volume = {15},
	Year = {2003}}

@article{pa1,
	Author = {Peyman Faratin and Carles Sierra and Nicholas R. Jennings},
	Journal = {Rob. Autom. Syst.},
	Number = {4},
	Pages = {159-182},
	Title = {Negotiation decision functions for autonomous agents.},
	Volume = {24},
	Year = {1998}}

@article{jennings01,
	Author = {N. R. Jennings and P. Faratin and A. R. Lomuscio and S. Parsons and C. Sierra and M. Wooldridge},
	Journal = {International Journal of Group Decision and Negotiation},
	Number = {2},
	Pages = {199-215},
	Title = {Automated negotiation: prospects, methods and challenges},
	Volume = {10},
	Year = {2001}}

@inproceedings{pa7.3,
	Author = {K. Hindriks and C.Jonker and D.Tykhonov},
	Booktitle = {In: Proc. of 11th Int. Workshop CIA 2007 on Cooperative Information Agents, Delft, The Netherlands},
	Title = {Analysis of Negotiation Dynamics},
	Year = {2007}}

@book{pareto,
	Address = {Princeton},
	Author = {Samuel Bowles},
	Publisher = {Princeton University Press},
	Title = {Microeconomics: Behavior, Institutions, and Evolution},
	Year = {2004}}

@inproceedings{hindriks:genius,
	Address = {Budapest, Hungary},
	Author = {K. Hindriks and C. Jonker and S. Kraus and R. Lin and D. Tykhonov},
	Booktitle = {Proceedings of Proceedings of the 8th Int. Joint Conf. on Automomous Agents and Multi-Agent Systems},
	Pages = {1397-1398},
	Publisher = {ACM},
	Title = {Genius: negotiation environment for heterogeneous agents.},
	Year = {2009}}

@article{genius,
	Attachments = {http://mmi.tudelft.nl/sites/default/files/genius_0.pdf},
	Author = {Raz Lin and Sarit Kraus and Tim Baarslag and Dmytro Tykhonov and Koen V. Hindriks and Catholijn M. Jonker},
	Issn = {1467-8640},
	Journal = {Computational Intelligence},
	Publisher = {Blackwell Publishing Inc},
	Title = {Genius: An Integrated Environment for Supporting the Design of Generic Automated Negotiators},
	Year = {2012}}

@inproceedings{williams,
	Author = {C. R. Williams and V. Robu and E. H. Gerding and N. R. Jennings},
	Booktitle = {ECAI'12},
	Pages = {834-839},
	Title = {Negotiating concurrently with unkown opponents in complex, real-time domains},
	Year = {2012}}

@article{fatima:an,
	Author = {S. Shaheen Fatima and Michael Wooldridge and Nicholas R. Jennings},
	Journal = {Artificial Intelligence},
	Pages = {1-45},
	Title = {An agenda-based framework for multi-issue negotiation.},
	Year = {2004}}

@book{protocol,
	Address = {Cambridge, USA},
	Author = {Martin J. Osborne and Ariel Rubinstein},
	Publisher = {The MIT Press},
	Title = {A Course in Game Theory},
	Year = {1994}}

@inproceedings{coehoorn:learning,
	Acmid = {1052229},
	Address = {New York, NY, USA},
	Author = {Coehoorn, Robert M. and Jennings, Nicholas R.},
	Booktitle = {Proceedings of the 6th Int. conf. on Electronic commerce},
	Isbn = {1-58113-930-6},
	Location = {Delft, The Netherlands},
	Numpages = {10},
	Pages = {59-68},
	Publisher = {ACM},
	Title = {Learning on opponent's preferences to make effective multi-issue negotiation trade-offs},
	Year = {2004}}

@book{faratin:thesis,
	Address = {University of London, Department of Electronic Engineer Queen Mary \& Westfiled College},
	Author = {Peyman Faratin},
	Publisher = {PhD thesis},
	Title = {Automated Service Negotiation Between Autonomous Computational Agents},
	Year = {December 2000}}

@incollection{iamhaggler,
	Author = {C.R. Williams and V. Robu and E.H. Gerding and N.R. Jennings},
	Booktitle = {New Trends in Agent-based Complex Automated Negotiations},
	Editor = {T. Ito and M. Zhang and V. Robu and S. Fatima and T. Matsuo},
	Publisher = {Springer},
	Title = {{IAMhaggler}: A Negotiation Agent for Complex Environments},
	Year = {2011, to appear}}

@article{pa10.8,
	Author = {M. He and N.R. Jennings and H.-F. Leung},
	Journal = {IEEE Transactions on Knowledge and Data Engineering},
	Month = {july/august},
	Number = {4},
	Pages = {985-1003},
	Title = {On agent-mediated electronic commerce},
	Volume = {15},
	Year = {2003}}

@article{pa1,
	Author = {Peyman Faratin and Carles Sierra and Nicholas R. Jennings},
	Journal = {Robotics and Autonomous Systems},
	Number = {4},
	Pages = {159-182},
	Title = {Negotiation decision functions for autonomous agents.},
	Volume = {24},
	Year = {1998}}

@book{pareto,
	Address = {Princeton},
	Author = {Samuel Bowles},
	Publisher = {Princeton University Press},
	Title = {Microeconomics: Behavior, Institutions, and Evolution},
	Year = {2004}}


@book{protocol,
	Address = {Cambridge, USA},
	Author = {Martin J. Osborne and Ariel Rubinstein},
	Publisher = {The MIT Press},
	Title = {A Course in Game Theory},
	Year = {1994}}

@inproceedings{coehoorn:learning,
	Author = {Robert M. Coehoorn and Nicholas R. Jennings},
	Booktitle = {ICEC'04},
	Pages = {59-68},
	Title = {Learning on opponent's preferences to make effective multi-issue negotiation trade-offs.},
	Year = {2004}}

@misc{Lomuscio00aclassification,
	Author = {Alessio R. Lomuscio and Michael Wooldridge and Nicholas R. Jennings},
	Title = {A Classification Scheme for Negotiation in Electronic Commerce},
	Year = {2000}}

@inproceedings{hou04,
	Address = {Los Alamitos, CA, USA},
	Author = {Chongming Hou},
	Booktitle = {Intelligent Agent Technology, IEEE / WIC / ACM International Conference on},
	Isbn = {0-7695-2101-0},
	Pages = {127-133},
	Publisher = {IEEE Computer Society},
	Title = {Predicting Agents Tactics in Automated Negotiation},
	Volume = {0},
	Year = {2004}}

@inproceedings{Hindriks08,
	Acmid = {1402433},
	Address = {Estoril, Portugal},
	Author = {Koen Hindriks and Dmytro Tykhonov},
	Booktitle = {Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems},
	Isbn = {978-0-9817381-0-9},
	Numpages = {8},
	Pages = {331--338},
	Publisher = {ACM},
	Title = {Opponent Modelling in Automated Multi-Issue Negotiation Using Bayesian Learning},
	Year = {2008}}

@misc{Zeng97ben,
	Author = {Dajun Zeng and Katia Sycara},
	Title = {Benefits of Learning in Negotiation},
	Year = {1997}}

@article{Zeng96bayes,
	Author = {Dajun Zeng and Katia Sycara},
	Issn = {1071-5819},
	Issue_Date = {Jan., 1998},
	Journal = {International Journal of Human-Computer Studies},
	Month = jan,
	Number = {1},
	Numpages = {17},
	Pages = {125--141},
	Title = {Bayesian Learning in Negotiation},
	Volume = {48},
	Year = {1998}}

@inproceedings{Buffett:2005,
	Acmid = {1089608},
	Address = {New York, NY, USA},
	Author = {Buffett, Scott and Spencer, Bruce},
	Booktitle = {Proceedings of the 7th international conference on Electronic commerce},
	Isbn = {1-59593-112-0},
	Keywords = {Bayesian classification, automated negotiation, multi-issue, preference elicitation, utility},
	Location = {Xi'an, China},
	Numpages = {6},
	Pages = {300--305},
	Publisher = {ACM},
	Series = {ICEC '05},
	Title = {Learning opponents' preferences in multi-object automated negotiation},
	Year = {2005}}

@inproceedings{Lin06anautomated,
	Address = {Italy},
	Author = {Raz Lin and Sarit Kraus and Jonathan Wilkenfeld and James Barry},
	Booktitle = {17th European Conference on Artificial Intelligence (ECAI 2006)},
	Pages = {270--274},
	Title = {An automated agent for bilateral negotiation with bounded rational agents with incomplete information},
	Year = {2006}}

@article{Lin2008,
	Acmid = {1342784},
	Address = {Essex, UK},
	Author = {Lin, Raz and Kraus, Sarit and Wilkenfeld, Jonathan and Barry, James},
	Issn = {0004-3702},
	Issue = {6-7},
	Journal = {Artificial Intelligence},
	Keywords = {Automated agent, Bilateral negotiation, Bounded rationality, Incomplete information},
	Month = {April},
	Numpages = {29},
	Pages = {823--851},
	Publisher = {Elsevier Science Publishers Ltd.},
	Title = {Negotiating with bounded rational agents in environments with incomplete information using an automated agent},
	Volume = {172},
	Year = {2008}}

@inproceedings{william2011,
	Address = {Barcelona, Spain},
	Author = {C.R. Williams and V. Robu and E.H. Gerding and N.R. Jennings},
	Booktitle = {Proceedings of the 22nd Internatioanl Joint Conference on Artificial Intelligence.},
	Pages = {432--438},
	Publisher = {AAAI Press},
	Title = {Using Gaussian Processes to Optimise Concession in Complex Negotiations against Unknown Opponents},
	Year = {2011}}

@inproceedings{Oshrat:2009,
	Acmid = {1558064},
	Address = {Richland, SC},
	Author = {Oshrat, Yinon and Lin, Raz and Kraus, Sarit},
	Booktitle = {Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 1},
	Isbn = {978-0-9817381-6-1},
	Keywords = {automated bilateral negotiation, opponent modeling},
	Location = {Budapest, Hungary},
	Numpages = {8},
	Pages = {377--384},
	Publisher = {International Foundation for Autonomous Agents and Multiagent Systems},
	Series = {AAMAS '09},
	Title = {Facing the challenge of human-agent negotiations via effective general opponent modeling},
	Year = {2009}}

@inproceedings{Saha:2005,
	Acmid = {1082534},
	Address = {New York, NY, USA},
	Author = {Saha, Sabyasachi and Biswas, Anish and Sen, Sandip},
	Booktitle = {Proceedings of the Fourth international joint conference on Autonomous agents and multiagent systems},
	Isbn = {1-59593-093-0},
	Keywords = {chebychev polynomial, learning, negotiation},
	Location = {The Netherlands},
	Numpages = {7},
	Pages = {397--403},
	Publisher = {ACM},
	Title = {Modeling opponent decision in repeated one-shot negotiations},
	Year = {2005}}

@inproceedings{Brzostowski:2006,
	Acmid = {1160697},
	Address = {New York, NY, USA},
	Author = {Brzostowski, Jakub and Kowalczyk, Ryszard},
	Booktitle = {Proceedings of the Fifth Int. Joint Conf. on Autonomous Agents and Multiagent Systems},
	Isbn = {1-59593-303-4},
	Keywords = {negotiation and conflict handling in agent systems},
	Location = {Hakodate, Japan},
	Numpages = {7},
	Pages = {355-361},
	Publisher = {ACM},
	Title = {Predicting partner's behaviour in agent negotiation},
	Year = {2006}}

@article{Carbonneau2008,
	Acmid = {1322792},
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	Author = {Carbonneau, R\'{e}al and Kersten, Gregory E. and Vahidov, Rustam},
	Issn = {0957-4174},
	Issue = {2},
	Journal = {Expert Syst. Appl.},
	Keywords = {Counter-offer prediction, Electronic negotiations, Neural networks, Offer optimization, Opponent modeling},
	Month = {February},
	Numpages = {8},
	Pages = {1266--1273},
	Publisher = {Pergamon Press, Inc.},
	Title = {Predicting opponent's moves in electronic negotiations using neural networks},
	Volume = {34},
	Year = {2008}}

@book{Niels2010,
	Author = {Niels van Galen Last},
	Publisher = {ANAC},
	Title = {Opponent model estiamtion in bilateral multi-issue negotiation},
	Year = {2010}}

@inproceedings{Baarslag10ANAC,
	Author = {Baarslag, Tim and Hindriks, Koen and Jonker, Catholijn M. and Kraus, Sarit and Lin, Raz},
	Booktitle = {New Trends in Agent-based Complex Automated Negotiations, Series of Studies in Computational Intelligence},
	Publisher = {Springer-Verlag},
	Title = {The First Automated Negotiating Agents Competition ({ANAC} 2010)},
	Year = {2010}}

@techreport{sop,
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	Institution = {Delft University of Technology, The Netherlands},
	Month = {September},
	Title = {A Survey of Opponent Models in Automated Negotiation},
	Year = {2011}}

@book{boor,
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@book{daubechies2006,
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	Year = {2006}}

@book{ruch2009wavelet,
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@book{box1994,
	Author = {George Box and Gwilym M. Jenkins and Gregory C. Reinsel},
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@book{rasmussen2006,
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	Publisher = {The MIT Press},
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	Year = {2006}}

@book{Ivakhnenko1994,
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@article{hyndman2005,
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	Keywords = {ARIMA models, exponential smoothing, Holt's local linear forecasts, maximum likelihood estimation, non-parametric regression, smoothing splines, state- space model, stochastic trends},
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@article{Yousefi_Weinreich_Reinarz_2005,
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@inproceedings{brzostows2006,
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	Author = {Jakub Brzostowski and Ryszard Kowalczyk},
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	Journal = {Intelligent Agent Technology, IEEE / WIC / ACM International Conference on},
	Pages = {263-269},
	Publisher = {IEEE Computer Society},
	Title = {Adaptive Negotiation with On-Line Prediction of Opponent Behaviour in Agent-Based Negotiations},
	Volume = {0},
	Year = {2006}}

@article{huang1998,
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@article{flandrin2004,
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	Year = {2004}}

@article{Yu2008,
	Author = {Lean Yu and Shouyang Wang and Kin Keung Lai},
	Issn = {0140-9883},
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	Keywords = {Crude oil price prediction},
	Number = {5},
	Pages = {2623 - 2635},
	Title = {Forecasting crude oil price with an EMD-based neural network ensemble learning paradigm},
	Volume = {30},
	Year = {2008}}

@article{huang2003,
	Author = {Huang, Norden E and Wu, Man-Li and Qu, Wendong and Long, Steven R. and Shen, Samuel S.P.},
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	Year = {2003}}

@article{Rilling2003,
	Author = {Rilling, Gabriel and Flandrin, Patrick and Gon, Paulo and Lyon, De},
	Journal = {IEEE EURASIP Workshop on Nonlinear Signal and Image Processing NSIP},
	Pages = {8-11},
	Title = {ON EMPIRICAL MODE DECOMPOSITION AND ITS ALGORITHMS},
	Year = {2003}}

@article{Hariharan06,
	Author = {Harishwaran Hariharan and Andrei Gribok and Mongi A. Abidi and Andreas Koschan},
	Journal = {Journal of Pattern Recongnition Research},
	Number = {1},
	Pages = {16-31},
	Title = {Image Fusion and Enhancement via Empirical Mode Decomposition},
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	Year = {January, 2006}}

@book{rasmussen2006,
	Author = {C.E. Rasmussen and C.K.I. Williams},
	Publisher = {The MIT Press},
	Title = {Gaussian Processes for Machine Learning},
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@inproceedings{chen20122,
	Address = {Germany},
	Author = {Siqi Chen and Gerhard Weiss},
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	Pages = {68-82},
	Publisher = {Springer-Verlag},
	Title = {A novel strategy for efficient negotiation in complex environments},
	Year = {2012}}

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	Publisher = {Springer Netherlands},
	Title = {Negotiation among autonomous computational agents: principles, analysis and challenges},
	Volume = {29},
	Year = {2008}}

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@article{BaekKim2005,
	Author = {Jin Baek Kim and Arie Segev},
	Issn = {0167-9236},
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	Title = {A Web Services-enabled marketplace architecture for negotiation process management},
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@article{Lau2008,
	Author = {Raymond Y.K. Lau and Yuefeng Li and Dawei Song and Ron Chi Wai Kwok},
	Issn = {0167-9236},
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	Keywords = {e-marketplaces},
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	Volume = {45},
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@article{tim2012,
	Attachments = {http://mmi.tudelft.nl/sites/default/files/aij-anac2011-pub_0.pdf},
	Author = {Tim Baarslag and Fujita, Katsuhide and Enrico H. Gerding and Koen V. Hindriks and Takayuki Ito and N. R. Jennings and Catholijn M. Jonker and Sarit Kraus and Raz Lin and Valentin Robu and Colin R. Williams},
	Issn = {0004-3702},
	Journal = {Artificial Intelligence},
	Keywords = {AI competitions, automated negotiation, bilateral negotiation, intelligent agents, multi-agent systems},
	Pages = {73--103},
	Title = {Evaluating Practical Negotiating Agents: Results and Analysis of the 2011 International Competition},
	Volume = {198},
	Year = {2013}}

@inproceedings{hao2012,
	Address = {Macau, China},
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	Booktitle = {Proceedings of the 2012 IEEE/WIC/ACM International Conference on Intelligent Agent Technology},
	Pages = {95--102},
	Publisher = {IEEE Computer Society},
	Title = {{ABiNeS}: An Adaptive Bilateral Negotiating Strategy over Multiple Items},
	Year = {2012}}

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	Author = {Edward Snelson and Zoubin Ghahramani},
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	Address = {Honolulu, Hawaii, USA},
	Author = {Patrick R. Jordan and Christopher Kiekintveld and Michael P. Wellman},
	Booktitle = {Sixth International Joint Conference on Automomous Agents and Multi-Agent Systems},
	Pages = {1188--1195},
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	Year = {2007}}

@book{liung1999,
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@article{wang2009,
	Author = {Minhong Wang and Huaiqing Wang and Doug Vogel and Kuldeep Kumar and Dickson K.W. Chiu},
	Issn = {0952-1976},
	Journal = {Eng. Appl. Artif. Intell.},
	Keywords = {Quality of service (QoS)},
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	Pages = {1046 - 1055},
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	Year = {2009}}

@article{park2008,
	Author = {Sanghyun Park and {Sung-Bong} Yang},
	Issn = {0952-1976},
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	Title = {An efficient multilateral negotiation system for pervasive computing environments},
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	Year = {2008}}

@inbook{ANAC2011,
	Abstract = {In May 2011, we organized the Second International Automated Negotiating Agents Competition (ANAC2011) in conjunction with AAMAS 2011. ANAC is an international competition that challenges researchers to develop a successful automated negotiator for scenarios where there is incomplete information about the opponent. One of the goals of this competition is to help steer the research in the area of bilateral multi-issue negotiations, and to encourage the design of generic negotiating agents that are able to operate in a variety of scenarios. Eighteen teams from seven different institutes competed in ANAC2011. This chapter describes the participating agents and the setup of the tournament, including the different negotiation scenarios that were used in the competition. We report on the results of the qualifying and final round of the tournament.},
	Attachments = {http://mmi.tudelft.nl/sites/default/files/The Second Automated Negotiating Agents-pub.pdf},
	Author = {Fujita, Katsuhide and Takayuki Ito and Tim Baarslag and Koen V. Hindriks and Catholijn M. Jonker and Sarit Kraus and Raz Lin},
	Booktitle = {Complex Automated Negotiations: Theories, Models, and Software Competitions},
	Editor = {Takayuki Ito and Minjie Zhang and Valentin Robu and Tokuro Matsuo},
	Organization = {Springer Berlin / Heidelberg},
	Pages = {183-197},
	Publisher = {Springer Berlin / Heidelberg},
	Series = {Studies in Computational Intelligence},
	Title = {The Second Automated Negotiating Agents Competition (ANAC2011)},
	Volume = {435},
	Year = {2013}}

@misc{anac2012,
	Author = {ANAC},
	Howpublished = {\url{http://anac2012.ecs.soton.ac.uk/results/final/}},
	Title = {The {T}hird {I}nternational {A}utomated {N}egotiating {A}gent {C}ompetition ({ANAC} 2012)},
	Year = {2012}}

@inbook{anac2010,
	Abstract = {Motivated by the challenges of bilateral negotiations between people and automated agents we organized the first automated negotiating agents competition (ANAC 2010). The purpose of the competition is to facilitate the research in the area bilateral multi-issue closed negotiation. The competition was based on the Genius environmen. The first competition was held in conjunction with the Ninth International Conference on Autonomous Agents and Multiagent Systems (AAMAS-10) and was comprised of seven teams. This paper presents an overview of the competition, as well as general and contrasting approaches towards negotiation strategies that were adopted by the participants of the competition. Based on analysis in post--tournament experiments, the paper also attempts to provide some insights with regard to effective approaches towards the design of negotiation strategies.},
	Author = {Tim Baarslag and Koen V. Hindriks and Catholijn M. Jonker and Sarit Kraus and Raz Lin},
	Booktitle = {New Trends in Agent-based Complex Automated Negotiations},
	Editor = {Takayuki Ito and Minjie Zhang and Valentin Robu and Shaheen Fatima and Tokuro Matsuo},
	Issn = {978-3-642-24695-1},
	Organization = {Springer-Verlag},
	Pages = {113-135},
	Publisher = {Springer-Verlag},
	Series = {Studies in Computational Intelligence},
	Title = {The First Automated Negotiating Agents Competition (ANAC 2010)},
	Volume = {383},
	Year = {2012}}

@book{anac2010book,
	Abstract = {Motivated by the challenges of bilateral negotiations between people and automated agents we organized the first automated negotiating agents competition (ANAC 2010). The purpose of the competition is to facilitate the research in the area bilateral multi-issue closed negotiation. The competition was based on the Genius environmen. The first competition was held in conjunction with the Ninth International Conference on Autonomous Agents and Multiagent Systems (AAMAS-10) and was comprised of seven teams. This paper presents an overview of the competition, as well as general and contrasting approaches towards negotiation strategies that were adopted by the participants of the competition. Based on analysis in post--tournament experiments, the paper also attempts to provide some insights with regard to effective approaches towards the design of negotiation strategies.},
	Attachments = {http://mmi.tudelft.nl/sites/default/files/anac-1.5.pdf , http://mmi.tudelft.nl/sites/default/files/The First Automated Negotiating Agents-pub.pdf},
	Booktitle = {New Trends in Agent-based Complex Automated Negotiations},
	Editor = {Takayuki Ito and Minjie Zhang and Valentin Robu and Shaheen Fatima and Tokuro Matsuo},
	Issn = {978-3-642-24695-1},
	Organization = {Springer-Verlag},
	Pages = {113-135},
	Publisher = {Springer-Verlag},
	Series = {Studies in Computational Intelligence},
	Volume = {383},
	Year = {2012}}

@book{anac2011book,
	Abstract = {In May 2011, we organized the Second International Automated Negotiating Agents Competition (ANAC2011) in conjunction with AAMAS 2011. ANAC is an international competition that challenges researchers to develop a successful automated negotiator for scenarios where there is incomplete information about the opponent. One of the goals of this competition is to help steer the research in the area of bilateral multi-issue negotiations, and to encourage the design of generic negotiating agents that are able to operate in a variety of scenarios. Eighteen teams from seven different institutes competed in ANAC2011. This chapter describes the participating agents and the setup of the tournament, including the different negotiation scenarios that were used in the competition. We report on the results of the qualifying and final round of the tournament.},
	Attachments = {http://mmi.tudelft.nl/sites/default/files/The Second Automated Negotiating Agents-pub.pdf},
	Booktitle = {Complex Automated Negotiations: Theories, Models, and Software Competitions},
	Editor = {Takayuki Ito and Minjie Zhang and Valentin Robu and Tokuro Matsuo},
	Organization = {Springer Berlin / Heidelberg},
	Pages = {183-197},
	Publisher = {Springer Berlin / Heidelberg},
	Series = {Studies in Computational Intelligence},
	Volume = {435},
	Year = {2013}}

@inproceedings{wellman2006,
	Acmid = {1597439},
	Address = {Boston, Massachusetts},
	Author = {Wellman, Michael P.},
	Booktitle = {Proceedings of the 21st national conference on Artificial intelligence},
	Isbn = {978-1-57735-281-5},
	Numpages = {4},
	Pages = {1552--1555},
	Publisher = {AAAI Press},
	Title = {Methods for empirical game-theoretic analysis},
	Year = {2006}}

@article{young1993,
	Author = {Young, H Peyton},
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@book{Osborne1994,
	Added-At = {2007-03-17T18:37:24.000+0100},
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	Interhash = {5d31f2a1e0ff6e02f13672926df9a881},
	Intrahash = {4258e53caff933fa0857fe740b7b872d},
	Keywords = {1994 RMP_CFL game osborne rubinstein theory},
	Publisher = {MIT Press},
	Timestamp = {2007-03-17T18:37:24.000+0100},
	Title = {A Course in Game Theory},
	Year = 1994}

@inproceedings{Mor1996,
	Author = {Yishay Mor and Claudia V. Goldman and Jeffrey S. Rosenschein},
	Booktitle = {In Proceedings of IJCAI-95 Workshop on Adaptation and Learning in Multiagent Systems},
	Pages = {164--176},
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@article{Adhau2012,
	Author = {Sunil Adhau and M.L. Mittal and Abhinav Mittal},
	Issn = {0952-1976},
	Journal = {Eng. Appl. Artif. Intell},
	Keywords = {Auction-based negotiation},
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	Title = {A multi-agent system for distributed multi-project scheduling: An auction-based negotiation approach},
	Volume = {25},
	Year = {2012}}

@article{Ragone2008,
	Author = {Ragone, Azzurra and Noia, Tommaso and Sciascio, Eugenio and Donini, FrancescoM.},
	Issn = {1387-2532},
	Journal = {Autonomous Agents and Multi-Agent Systems},
	Keywords = {Electronic marketplaces; Knowledge representation; Utility theory; Ontologies; Logic languages Pareto efficiency},
	Language = {English},
	Number = {3},
	Pages = {249-270},
	Publisher = {Springer US},
	Title = {Logic-based automated multi-issue bilateral negotiation in peer-to-peer e-marketplaces},
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	Year = {2008}}

@inproceedings{chen201301,
	Address = {Saint Paul, Minnesota, USA},
	Author = {Siqi Chen and Haitham Bou Ammar and Karl Tuyls and Gerhard Weiss},
	Booktitle = {Proceedings of the 12th Int. Joint Conf. on Automomous Agents and Multi-Agent Systems},
	Pages = {707-714},
	Publisher = {ACM},
	Title = {Optimizing Complex Automated Negotiation using Sparse Pseudo-input {G}aussian processes},
	Year = {2013}}

@article{duan2012,
	Author = {Duan, Lei and Dogru, Mustafa K. and Ozen, Ulas and Beck, J.Christopher},
	Issn = {1387-2532},
	Journal = {Autonomous Agents and Multi-Agent Systems},
	Keywords = {Combinatorial optimization; Production scheduling; Multi-agent negotiation; Negotiation framework; Negotiation strategy; Pareto efficiency},
	Language = {English},
	Number = {1},
	Pages = {158-182},
	Publisher = {Springer US},
	Title = {A negotiation framework for linked combinatorial optimization problems},
	Volume = {25},
	Year = {2012}}

@article{wang2009,
	Author = {Minhong Wang and Huaiqing Wang and Doug Vogel and Kuldeep Kumar and Dickson K.W. Chiu},
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	Journal = {Eng. Appl. Artif. Intell.},
	Keywords = {Quality of service (QoS)},
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	Year = {2009}}

@inproceedings{oshrat2009,
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	Booktitle = {Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems-Volume 1},
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	Pages = {377--384},
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	Year = {2009}}

@article{chen20134,
  author    = {Siqi Chen and
               Gerhard Weiss},
  title     = {An efficient automated negotiation strategy for complex environments},
  journal   = {Eng. Appl. Artif. Intell.},
  volume    = {26},
  number    = {10},
  pages     = {2613--2623},
  year      = {2013},
  url       = {https://doi.org/10.1016/j.engappai.2013.08.012},
  doi       = {10.1016/j.engappai.2013.08.012},
  timestamp = {Wed, 20 Jan 2021 13:39:06 +0100},
  biburl    = {https://dblp.org/rec/journals/eaai/ChenW13.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{chen201302,
	Author = {Siqi Chen and Haitham Bou Ammar and Karl Tuyls and Gerhard Weiss},
	Booktitle = {Proceedings of the 23th Int. Joint Conf. on Artificial Intelligence},
	Pages = {69-75},
	Publisher = {AAAI {P}ress},
	Title = {Using conditional restricted Boltzmann machine for highly competitive negotiation tasks},
	Year = {2013},
 url          = {http://www.aaai.org/ocs/index.php/IJCAI/IJCAI13/paper/view/6627},
}

@article{chen201401,
  author    = {Siqi Chen and
               Gerhard Weiss},
  title     = {An Intelligent Agent for Bilateral Negotiation with Unknown Opponents
               in Continuous-Time Domains},
  journal   = {{ACM} Trans. Auton. Adapt. Syst.},
  volume    = {9},
  number    = {3},
  pages     = {16:1--16:24},
  year      = {2014},
  doi       = {10.1145/2629577},
  timestamp = {Wed, 20 Jan 2021 13:39:06 +0100},
  biburl    = {https://dblp.org/rec/journals/taas/ChenW14.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{hao2014,
	Acmid = {2657408},
	Address = {Tarrytown, NY, USA},
	Author = {Hao, Jianye and Song, Songzheng and Leung, Ho-Fung and Ming, Zhong},
	Doi = {10.1016/j.engappai.2014.05.008},
	Issn = {0952-1976},
	Issue_Date = {September, 2014},
	Journal = {Eng. Appl. Artif. Intell.},
	Keywords = {Bilateral negotiation, Model checking, Multiagent learning, Robustness},
	Month = sep,
	Numpages = {13},
	Pages = {45--57},
	Publisher = {Pergamon Press, Inc.},
	Title = {An Efficient and Robust Negotiating Strategy in Bilateral Negotiations over Multiple Items},
	Volume = {34},
	Year = {2014},
	Bdsk-Url-1 = {https://doi.org/10.1016/j.engappai.2014.05.008}}

@article{Carbonneau2014,
	Author = {Real A. Carbonneau and Rustam M. Vahidov},
	Doi = {http://dx.doi.org/10.1016/j.eswa.2013.12.029},
	Issn = {0957-4174},
	Journal = {Expert Systems with Applications},
	Keywords = {Utility concession curveNegotiation styleReciprocal functionData fittingData miningNegotiations},
	Number = {9},
	Pages = {4035 - 4042},
	Title = {A utility concession curve data fitting model for quantitative analysis of negotiation styles},
	Url = {http://www.sciencedirect.com/science/article/pii/S095741741301004X},
	Volume = {41},
	Year = {2014},
	Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S095741741301004X},
	Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.eswa.2013.12.029}}

@incollection{chen201402,
	Author = {Chen, Siqi and Hao, Jianye and Weiss, Gerhard and Tuyls, Karl and Leung, Ho-fung},
	Booktitle = {KI 2014: Advances in Artificial Intelligence},
	Editor = {Lutz, Carsten and Thielscher, Michael},
	Isbn = {978-3-319-11205-3},
	Language = {English},
	Pages = {147-158},
	Publisher = {Springer International Publishing},
	Series = {Lecture Notes in Computer Science},
	Title = {Evaluating Practical Automated Negotiation Based on Spatial Evolutionary Game Theory},
	Volume = {8736},
	Year = {2014},
	Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-319-11206-0_15}}

@article{chen201501,
  author    = {Siqi Chen and
               Gerhard Weiss},
  title     = {An approach to complex agent-based negotiations via effectively modeling
               unknown opponents},
  journal   = {Expert Syst. Appl.},
  volume    = {42},
  number    = {5},
  pages     = {2287--2304},
  year      = {2015},
  doi       = {10.1016/j.eswa.2014.10.048},
  timestamp = {Wed, 20 Jan 2021 13:39:06 +0100},
  biburl    = {https://dblp.org/rec/journals/eswa/ChenW15.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{fujita2012approach,
	Author = {Fujita, Katsuhide and Ito, Takayuki and Klein, Mark},
	Journal = {Computational Intelligence},
	Pages = {399 - 406},
	Title = {AN APPROACH TO SCALABLE MULTI-ISSUE NEGOTIATION: DECOMPOSING THE CONTRACT SPACE},
	Volume = {2},
	Year = {2012}}

@article{Garcia2014,
	Author = {Inma Garcia and Laura Sebastia},
	Doi = {http://dx.doi.org/10.1016/j.eswa.2013.07.111},
	Issn = {0957-4174},
	Journal = {Expert Systems with Applications},
	Keywords = {Alternative offers protocol},
	Number = {4, Part 1},
	Pages = {1245 - 1261},
	Title = {A negotiation framework for heterogeneous group recommendation},
	Url = {http://www.sciencedirect.com/science/article/pii/S0957417413006180},
	Volume = {41},
	Year = {2014},
	Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S0957417413006180},
	Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.eswa.2013.07.111}}

@inproceedings{saha05,
	Author = {S. Saha and A. Biswas and S. Sen},
	Booktitle = {AAMAS'05},
	Pages = {397--403},
	Title = {Modeling opponent decision in repeated one-shot negotiations},
	Year = {2005}}

@inproceedings{bayes08,
	Author = {K. Hindriks and D. Tykhonov},
	Booktitle = {AAMAS'08},
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	Title = {Opponent modeling in auomated multi-issue negotiation using bayesian learning},
	Year = {2008}}

@inproceedings{negotiation3,
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	Title = {Acceptance Conditions in Automated Negotiation},
	Year = {2011}}

@inproceedings{genius,
	Author = {R. Lin and S. Kraus and D. Tykhonov and K. Hindriks and C. M. Jonker},
	Booktitle = {ACAN'09},
	Title = {Supporting the design of general automated negotiators},
	Year = {2009}}

@inproceedings{negotiation4,
	Author = {T. Baarslag and C. Jonker and D. Tykhonov},
	Booktitle = {WI-IAT'09},
	Pages = {439-444},
	Title = {The benefits of opponent models in negotiation},
	Year = {2009}}

@inproceedings{q-learning1,
	Author = {H. L. Cardoso and E. Oliveira},
	Booktitle = {IBERAMIA-SBIA'00},
	Pages = {96-105},
	Title = {Using and evaluating adaptive agents for electronic commerce negotiation},
	Year = {2000}}

@inproceedings{bayesian-learning,
	Author = {D. Zeng and K. Sycara},
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	Pages = {99-104},
	Title = {Bayesian learning in negotiation},
	Year = {1996}}

@article{bayesian-learning1,
	Author = {D. Zeng and K. Sycara},
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@article{negotiation1,
	Author = {P. Faratin and C. Sierra and N. R. Jennings},
	Issue = {2},
	Journal = {Artifical Intelligence},
	Pages = {205-237},
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	Volume = {142(2)},
	Year = {2003}}

@article{genius1,
	Author = {R. Lin and S. Kraus and T. Baarslag and D. Tykhonov and K. Hindriks and C. M. Jonker},
	Journal = {Computational Intelligence},
	Title = {Genius: An integrated environment for supporting the design of generic automated negotiators},
	Year = {2012}}

@inproceedings{opponentmodel1,
	Author = {R. M. Coehoorn and N. R. Jennings},
	Booktitle = {ICEC'04},
	Pages = {59-68},
	Title = {Learning an opponent's preferences to make effective multi-issue negotiation trade-offs},
	Year = {2004}}

@inproceedings{brzostowski,
	Author = {B. Jakub and K. Ryszard},
	Booktitle = {AAMAS '06},
	Pages = {355--361},
	Title = {Predicting partner's behaviour in agent negotiation},
	Year = {2006}}

@inproceedings{humanagentnegotiation,
	Author = {Y. Oshrat and R. Lin andS. Kraus},
	Booktitle = {AAMAS '09},
	Pages = {377-384},
	Title = {Facing the challenge of human-agent negotiations via effective general opponent modeling},
	Year = {2009}}

@inproceedings{sqchen,
	Author = {S. Q. Chen and G. Weiss},
	Booktitle = {Proceedings of the Twentieth European Conference on Artificial Intelligence},
	Pages = {228-233},
	Title = {An Efficient and Adaptive Approach to Negotiation in Complex Environments},
	Year = {2012}}

@inproceedings{colin,
	Author = {C. R. Williams and V. Robu and E. H. Gerding and N. R. Jennings},
	Booktitle = {IJCAI'12},
	Pages = {432-438},
	Title = {Using Gaussian Processes to Optimise Concession in Complex Negotiations against Unknown Opponents},
	Year = {2012}}

@inproceedings{chen201502,
  author       = {Siqi Chen and
                  Jianye Hao and
                  Gerhard Weiss and
                  Shuang Zhou and
                  Zili Zhang},
  title        = {Toward Efficient Agreements in Real-Time Multilateral Agent-Based
                  Negotiations},
  booktitle    = {27th {IEEE} International Conference on Tools with Artificial Intelligence,
                  {ICTAI} 2015, Vietri sul Mare, Italy, November 9-11, 2015},
  pages        = {896--903},
  publisher    = {{IEEE} Computer Society},
  year         = {2015},
  url          = {https://doi.org/10.1109/ICTAI.2015.130},
  doi          = {10.1109/ICTAI.2015.130},
}

@incollection{soap2015,
	Author = {Aydo\u{g}an, Reyhan and Festen, David and Hindriks, Koen V. and Jonker, Catholijn M.},
	Booktitle = {Modern Approaches to Agent-based Complex Automated Negotiation},
	Editor = {Katsuhide Fujita and Quan Bai and Takayuki Ito and Minjie Zhang and Rafik Hadfi and Fenghui Ren and Reyhan Aydo\u{g}an},
	Note = {To be published},
	Publisher = {Springer},
	Title = {Alternating Offers Protocols for Multilateral Negotiation}}

@inproceedings{chen20121,
	Address = {Montpellier, France},
	Author = {Siqi Chen and Gerhard Weiss},
	Booktitle = {Proceedings of the 20th European Conference on Artificial Intelligence},
	Pages = {228--233},
	Publisher = {IOS Press},
	Title = {An Efficient and Adaptive Approach to Negotiation in Complex Environments.},
	Volume = {242},
	Year = {2012}}

@inproceedings{chen201201,
	Address = {Montpellier, France},
	Author = {Siqi Chen and Gerhard Weiss},
	Booktitle = {Proceedings of the 20th European Conference on Artificial Intelligence},
	Pages = {228-233},
	Publisher = {IOS Press},
	Title = {An Efficient and Adaptive Approach to Negotiation in Complex Environments},
	Year = {2012}}

@inproceedings{chen20122,
	Address = {Germany},
	Author = {Siqi Chen and Gerhard Weiss},
	Booktitle = {Proceedings of the 10th German Conference on Multiagent System Technologies},
	Note = {Best Paper Award},
	Pages = {68-82},
	Publisher = {Springer-Verlag},
	Title = {A novel strategy for efficient negotiation in complex environments},
	Year = {2012}}

@book{Chalkiadakis2011,
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@inproceedings{Zick2017How,
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@inproceedings{Oudah18,
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@article{choi2001genetic,
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@article{kiruthika2020lifecycle,
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@incollection{de2016gangster,
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  author={De Jonge, Dave and Sierra, Carles},
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  year={2016},
  publisher={Springer}
}

@article{baarslag2014effective,
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  year={2014},
  publisher={Elsevier}
}

@article{lin2014genius,
  title={Genius: An integrated environment for supporting the design of generic automated negotiators},
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@article{baarslag2016survey,
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@inproceedings{zheng2018deep,
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@article{zeng1998bayesian,
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@book{gerding2000scientific,
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@inproceedings{liang2008co,
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@incollection{DBLP:series/sci/BaarslagHHDJ14,
  author    = {Tim Baarslag and
               Koen V. Hindriks and
               Mark Hendrikx and
               Alexander Dirkzwager and
               Catholijn M. Jonker},
  title     = {Decoupling Negotiating Agents to Explore the Space of Negotiation
               Strategies},
  booktitle = {Novel Insights in Agent-based Complex Automated Negotiation},
  series    = {Studies in Computational Intelligence},
  volume    = {535},
  pages     = {61--83},
  publisher = {Springer},
  year      = {2014}
}

@inproceedings{matos1998determining,
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@inproceedings{robu2005modeling,
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  pages={280--287},
  year={2005}
}

@book{marsa2014novel,
  title={Novel insights in agent-based complex automated negotiation},
  author={Marsa-Maestre, Ivan and Lopez-Carmona, Miguel A and Ito, Takayuki and Zhang, Minjie and Bai, Quan and Fujita, Katsuhide},
  volume={535},
  year={2014},
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}

@inproceedings{hindriks2008opponent,
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  year={2008}
}

@book{ito2011new,
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  year={2011},
  publisher={Springer}
}

@article{mnih2013playing,
  title={Playing atari with deep reinforcement learning},
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}

@inproceedings{haarnoja2018soft,
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  booktitle={International Conference on Machine Learning},
  pages={1861--1870},
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@incollection{van2012agent,
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@inproceedings{jonker2017automated,
  title={Automated negotiating agents competition (ANAC)},
  author={Jonker, Catholijn and Aydogan, Reyhan and Baarslag, Tim and Fujita, Katsuhide and Ito, Takayuki and Hindriks, Koen},
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  year={2017}
}

@article{baarslag2013evaluating,
  title={Evaluating practical negotiating agents: Results and analysis of the 2011 international competition},
  author={Baarslag, Tim and Fujita, Katsuhide and Gerding, Enrico H and Hindriks, Koen and Ito, Takayuki and Jennings, Nicholas R and Jonker, Catholijn and Kraus, Sarit and Lin, Raz and Robu, Valentin and others},
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@book{fujita2017modern,
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  author={Fujita, Katsuhide and Bai, Quan and Ito, Takayuki and Zhang, Minjie and Ren, Fenghui and Aydo{\u{g}}an, Reyhan and Hadfi, Rafik},
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}

@misc{
    anac2016,
    author = "Reyhan Aydogan",
    title = "ANAC2016 - Automated Negotiating Agents Competition 2016.",
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    year = {2016},
    note = {\url{http://web.tuat.ac.jp/~katfuji/ANAC2016/}}
}

@inproceedings{aydougan2018anac,
  title={ANAC 2017: Repeated multilateral negotiation league},
  author={Aydo{\u{g}}an, Reyhan and Fujita, Katsuhide and Baarslag, Tim and Jonker, Catholijn M and Ito, Takayuki},
  booktitle={International Workshop on Agent-Based Complex Automated Negotiation},
  pages={101--115},
  year={2018},
  organization={Springer}
}

@InProceedings{bakker2019,
 title                = {RLBOA: A modular reinforcement learning framework for autonomous negotiating agents},
 author               = {Bakker, Jasper and Hammond, Aron and Bloembergen, Daniel and Baarslag, Tim},
 pages                = {260--268},
 booktitle            = {Proceedings of the International Conference on Autonomous Agents and Multiagent Systems},
 year                 = 2019,
 month                = may
}

@inproceedings{ijcai2020-42,
  title     = {A Deep Reinforcement Learning Approach to Concurrent Bilateral Negotiation},
  author    = {Bagga, Pallavi and Paoletti, Nicola and Alrayes, Bedour and Stathis, Kostas},
  booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
               Artificial Intelligence, {IJCAI-20}},
  pages     = {297--303},
  year      = {2020}
}

@article{chang2020multi,
  title={Multi-Issue Bargaining With Deep Reinforcement Learning},
  author={Chang, Ho-Chun Herbert},
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  year={2020}
}

@inproceedings{SenguptaAdaptive,
author = {Sengupta, Ayan and Mohammad, Yasser and Nakadai, Shinji},
title = {An Autonomous Negotiating Agent Framework with Reinforcement Learning Based Strategies and Adaptive Strategy Switching Mechanism},
year = {2021},
booktitle = {Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems},
pages = {1163--1172},
numpages = {10},
series = {AAMAS '21}
}

@inproceedings{DBLP:TS15,
  author    = {Timothy P. Lillicrap and
               Jonathan J. Hunt and
               Alexander Pritzel and
               Nicolas Heess and
               Tom Erez and
               Yuval Tassa and
               David Silver and
               Daan Wierstra},
  title     = {Continuous control with deep reinforcement learning},
  booktitle = {4th International Conference on Learning Representations, {ICLR} 2016,
               San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year      = {2016},
}

@inproceedings{hernandez2017learning,
  title={Learning against sequential opponents in repeated stochastic games},
  author={Hernandez-Leal, Pablo and Kaisers, Michael},
  booktitle={The 3rd Multi-disciplinary Conference on Reinforcement Learning and Decision Making, Ann Arbor},
  volume={25},
  year={2017}
}

@inproceedings{hernandez2016bayesian,
  title={A Bayesian approach for learning and tracking switching, non-stationary opponents},
  author={Hernandez-Leal, Pablo and Rosman, Benjamin and Taylor, Matthew E and Sucar, L Enrique and Munoz de Cote, Enrique},
  booktitle={Proceedings of the 2016 International Conference on Autonomous Agents \& Multiagent Systems},
  pages={1315--1316},
  year={2016}
}

@article{ANAC20102015,
author = {Baarslag, Tim and Aydogan, Reyhan and Hindriks, Koen and Fujita, Katsuhide and Ito, Takayuki and Jonker, Catholijn},
year = {2015},
month = {12},
pages = {115-118},
title = {The Automated Negotiating Agents Competition, 2010-2015},
volume = {36},
journal = {AI Magazine},
doi = {10.1609/aimag.v36i4.2609}
}

@inproceedings{RusuCGDKPMKH15,
  author    = {Andrei A. Rusu and
               Sergio Gomez Colmenarejo and
               {\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
               Guillaume Desjardins and
               James Kirkpatrick and
               Razvan Pascanu and
               Volodymyr Mnih and
               Koray Kavukcuoglu and
               Raia Hadsell},
  editor    = {Yoshua Bengio and
               Yann LeCun},
  title     = {Policy Distillation},
  booktitle = {4th International Conference on Learning Representations, {ICLR} 2016,
               San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year      = {2016},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@INPROCEEDINGS{chen202101,
  author={Xiaoyang Gao and Siqi Chen and Yan Zheng and Jianye Hao},
  booktitle={2021 IEEE 33nd International Conference on Tools with Artificial Intelligence (ICTAI)},
  title={A deep reinforcement learning-based agent for negotiation with multiple communication channels},
  year={2021},
  volume={},
  number={},
  pages={868-872},
  Publisher = {IEEE},
}

@InProceedings{chen202102,
author="Wu, Leling
and Chen, Siqi
and Gao, Xiaoyang
and Zheng, Yan
and Hao, Jianye",
editor="Pham, Duc Nghia
and Theeramunkong, Thanaruk
and Governatori, Guido
and Liu, Fenrong",
title="Detecting and Learning Against Unknown Opponents for Automated Negotiations",
booktitle="PRICAI 2021: Trends in Artificial Intelligence",
year="2021",
publisher="Springer International Publishing",
address="Cham",
pages="17--31",
}

@inproceedings{chen201901,
  author    = {Siqi Chen and
               Yonghao Cui and
               Cong Shang and
               Jianye Hao and
               Gerhard Weiss},
  editor    = {Edith Elkind and
               Manuela Veloso and
               Noa Agmon and
               Matthew E. Taylor},
  title     = {{ONECG:} Online Negotiation Environment for Coalitional Games},
  booktitle = {Proceedings of the 18th International Conference on Autonomous Agents
               and MultiAgent Systems, {AAMAS} '19, Montreal, QC, Canada, May 13-17,
               2019},
  pages     = {2348--2350},
  publisher = {International Foundation for Autonomous Agents and Multiagent Systems},
  year      = {2019},
  url       = {http://dl.acm.org/citation.cfm?id=3332108},
  timestamp = {Wed, 20 Jan 2021 13:39:06 +0100},
  biburl    = {https://dblp.org/rec/conf/atal/ChenCSHW19.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{zhou2019dynamic,
  author    = {Yiheng Zhou and
               He He and
               Alan W. Black and
               Yulia Tsvetkov},
  editor    = {Satoshi Nakamura and
               Milica Gasic and
               Ingrid Zuckerman and
               Gabriel Skantze and
               Mikio Nakano and
               Alexandros Papangelis and
               Stefan Ultes and
               Koichiro Yoshino},
  title     = {A Dynamic Strategy Coach for Effective Negotiation},
  booktitle = {Proceedings of the 20th Annual SIGdial Meeting on Discourse and Dialogue,
               SIGdial 2019, Stockholm, Sweden, September 11-13, 2019},
  pages     = {367--378},
  publisher = {Association for Computational Linguistics},
  year      = {2019},
  doi       = {10.18653/v1/W19-5943},
  timestamp = {Mon, 09 Aug 2021 16:25:39 +0200},
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  bibsource = {dblp computer science bibliography, https://dblp.org}
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@inproceedings{cao2018emergent,
  author    = {Kris Cao and
               Angeliki Lazaridou and
               Marc Lanctot and
               Joel Z. Leibo and
               Karl Tuyls and
               Stephen Clark},
  title     = {Emergent Communication through Negotiation},
  booktitle = {6th International Conference on Learning Representations, {ICLR} 2018,
               Vancouver, BC, Canada, April 30 - May 3, 2018, Conference Track Proceedings},
  publisher = {OpenReview.net},
  year      = {2018},
  timestamp = {Thu, 25 Jul 2019 14:25:54 +0200},
  biburl    = {https://dblp.org/rec/conf/iclr/CaoLLLTC18.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{he2018decoupling,
  author    = {He He and
               Derek Chen and
               Anusha Balakrishnan and
               Percy Liang},
  editor    = {Ellen Riloff and
               David Chiang and
               Julia Hockenmaier and
               Jun'ichi Tsujii},
  title     = {Decoupling Strategy and Generation in Negotiation Dialogues},
  booktitle = {Proceedings of the 2018 Conference on Empirical Methods in Natural
               Language Processing, Brussels, Belgium, October 31 - November 4, 2018},
  pages     = {2333--2343},
  publisher = {Association for Computational Linguistics},
  year      = {2018},
  doi       = {10.18653/v1/d18-1256},
  timestamp = {Fri, 06 Aug 2021 00:40:21 +0200},
  biburl    = {https://dblp.org/rec/conf/emnlp/HeCBL18.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@Article{chen202201,
title = {Deep reinforcement learning with emergent communication for coalitional negotiation games},
journal = {Mathematical Biosciences and Engineering},
volume = {19},
number = {5},
pages = {4592-4609},
year = {2022},
issn = {1551-0018},
doi = {10.3934/mbe.2022212},
author = {Siqi Chen and Yang Yang and Ran Su},
keywords = {multi-agent systems, cooperative games, reinforcement learning, deep learning, emergent communication},
}

@Article{chen202202,
title = {An autonomous agent for negotiation with multiple communication channels using parametrized deep Q-network},
journal = {Mathematical Biosciences and Engineering},
volume = {19},
number = {8},
pages = {7933-7951},
year = {2022},
issn = {1551-0018},
doi = {10.3934/mbe.2022371},
author = {Siqi Chen and Ran Su},
keywords = {multi-agent systems, cooperative games, reinforcement learning, deep learning, human-agent interaction},
}

@article{chen202204,
  author       = {Ran Su and
                  Haitang Yang and
                  Leyi Wei and
                  Siqi Chen and
                  Quan Zou},
  title        = {A multi-label learning model for predicting drug-induced pathology
                  in multi-organ based on toxicogenomics data},
  journal      = {PLoS Comput. Biol.},
  volume       = {18},
  number       = {9},
  pages        = {1010402},
  year         = {2022},
  url          = {https://doi.org/10.1371/journal.pcbi.1010402},
  doi          = {10.1371/journal.pcbi.1010402},
}

@book{weiss2013,
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@inproceedings{chen1403,
  author    = {Siqi Chen and
               Jianye Hao and
               Gerhard Weiss and
               Karl Tuyls and
               Ho{-}fung Leung},
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               Barry O'Sullivan},
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               18-22 August 2014, Prague, Czech Republic},
  series    = {Frontiers in Artificial Intelligence and Applications},
  volume    = {263},
  pages     = {983--984},
  publisher = {{IOS} Press},
  year      = {2014},
  timestamp = {Tue, 08 Mar 2022 10:12:50 +0100},
  biburl    = {https://dblp.org/rec/conf/ecai/ChenHWTL14.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@article{DBLP:journals/air/GronauerD22,
  author    = {Sven Gronauer and
               Klaus Diepold},
  title     = {Multi-agent deep reinforcement learning: a survey},
  journal   = {Artif. Intell. Rev.},
  volume    = {55},
  number    = {2},
  pages     = {895--943},
  year      = {2022},
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  bibsource = {dblp computer science bibliography, https://dblp.org}
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@article{DBLP:journals/air/RamirezYP22,
  author    = {Jorge Ram{\'{\i}}rez and
               Wen Yu and
               Adolfo Perrusqu{\'{\i}}a},
  title     = {Model-free reinforcement learning from expert demonstrations: a survey},
  journal   = {Artif. Intell. Rev.},
  volume    = {55},
  number    = {4},
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  year      = {2022},
  url       = {https://doi.org/10.1007/s10462-021-10085-1},
  doi       = {10.1007/s10462-021-10085-1},
  timestamp = {Thu, 07 Apr 2022 17:48:06 +0200},
  biburl    = {https://dblp.org/rec/journals/air/RamirezYP22.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{rusu15,
  author    = {Andrei A. Rusu and
               Sergio Gomez Colmenarejo and
               {\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
               Guillaume Desjardins and
               James Kirkpatrick and
               Razvan Pascanu and
               Volodymyr Mnih and
               Koray Kavukcuoglu and
               Raia Hadsell},
  editor    = {Yoshua Bengio and
               Yann LeCun},
  title     = {Policy Distillation},
  booktitle = {4th International Conference on Learning Representations, {ICLR} 2016,
               San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year      = {2016},
  timestamp = {Thu, 25 Jul 2019 14:25:37 +0200},
  biburl    = {https://dblp.org/rec/journals/corr/RusuCGDKPMKH15.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{Rusu2016,
  author    = {Andrei A. Rusu and
               Sergio Gomez Colmenarejo and
               {\c{C}}aglar G{\"{u}}l{\c{c}}ehre and
               Guillaume Desjardins and
               James Kirkpatrick and
               Razvan Pascanu and
               Volodymyr Mnih and
               Koray Kavukcuoglu and
               Raia Hadsell},
  editor    = {Yoshua Bengio and
               Yann LeCun},
  title     = {Policy Distillation},
  booktitle = {4th International Conference on Learning Representations, {ICLR} 2016,
               San Juan, Puerto Rico, May 2-4, 2016, Conference Track Proceedings},
  year      = {2016},
  bibsource = {dblp computer science bibliography, https://dblp.org}
}

@inproceedings{Lai20,
  author    = {Kwei{-}Herng Lai and
               Daochen Zha and
               Yuening Li and
               Xia Hu},
  editor    = {Christian Bessiere},
  title     = {Dual Policy Distillation},
  booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
               Artificial Intelligence, {IJCAI} 2020},
  pages     = {3146--3152},
  publisher = {ijcai.org},
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