2015

• On the Prevalence of Hierarchies in Social Networks. Bijan Ranjbar-Saharaei, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss. Social Network Analysis and Mining (SNAM), 2015, in review.
• Accurate Distributed Second Order Methods for Network Flow Optimization, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, SIAM Journal on Optimization (SIOPT), 2015, in review. Code.
• Lifelong Machine Learning for Robotic Control and Coordination, Eric Eaton, Haitham Bou Ammar, Jose Luna, Paul Rovolu, Matthew Taylor, NERC.
• Cross-Domain Lifelong Learning, Haitham Bou Ammar, Rasul Tutunov, Journal of Machine Learning Research (JMLR), 2015, in review.
• Distributed SDDM Solvers: Theory & Applications, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, arXiv, 2015.
• On the Skewed Degree Distribution of Hierarchical Networks, Bijan Ranjbar-Sahraei, Haitham Bou Ammar, Karl Tuyls, and Gerhard Weiss, IEEE/ACM International Conference  on Advances in Social Analysis and Mining (ASONAM), 2015. Code.
• Estimating 3D Trajectories from 2D Projections via Disjunctive Factored Four-Way Conditional Restricted Boltzmann Machines, Decebal Constantin Mocanu, Haitham Bou Ammar, Luis Puig, Antonio Liotta, IEEE Transactions on Pattern Recognition and Machine Intelligence (PAMI), in review.
• On The Degree Distribution of Polya Urn Graphical Models, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, Eric Eaton, SIAM Journal on Discrete Mathematics.
• Autonomous Cross-Domain Knowledge Transfer in Lifelong Policy Gradient Reinforcement Learning, Haitham Bou Ammar, Marcio Luna, Eric Eaton, and Paul Ruvolo, In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2015. Code.
• Fast, Accurate Second Order Methods for Network Optimization, Rasul Tutnov, Haitham Bou Ammar, Ali Jadbabaie, arXiv:1503.06883v1.
• A Fast Distributed Algorithm for Symmetric Diagonally Dominant Linear Equations, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, arXiv:1502.03158. Code.
• On the Degree Distribution of Polya Urn Graphical Models, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, Eric Eaton, Random Structures and Algorithms (RSA), 2015 (in review).
• Reduced Reference Image Quality Assessment via Boltzmann Machines, Decebal Mocanu, Haitham Bou Ammar, Antonio Liotta, IEEE/IFIP International Conference on Quality of Experience Centric Management (QCMAN), 2015.

2014

• Online Multi-Task Learning for Policy Gradient Methods, Haitham Bou Ammar, Eric Eaton, Paul Ruvolo, Matthew E. Taylor, In Proceedings of the International Conference on Machine Learning (ICML), 2014.

  Code. Videos.

•   An Automated Measure of MDP Similarity for Transfer Learning, Haitham Bou Ammar, Eric Eaton, Decebal Mocanu, Kurt Driessens, Gerhard Weiss, Karl Tuyls, In Proceedings of the Interactive Systems Workshop at the American Association of Artificial Intelligence (AAAI), 2014.
• Online Multi-Task Gradient Temporal-Difference Learning, Vishnu Purushothaman Sreenivasan, Haitham Bou Ammar, Eric Eaton, In the American Association of Artificial Intelligence (AAAI), 2014.

  Code.

• On the Degree Distribution of Polya Urn Graphical Models, Rasul Tutunov, Haitham Bou Ammar, Ali Jadbabaie, Eric Eaton, arXiv:1410.8515.
• Theory of Cooperation in Complex Social Networks, Bijan Ranjbar-Sahraei, Haitham Bou Ammar, Daan Bloembergen, Karl Tuyls, Gerhard Weiss, In the American Association of Artificial Intelligence (AAAI), 2014.
• Evolution of Cooperation in Arbitrary Complex Networks,  Bijan Ranjbar-Sahraei, Haitham Bou Ammar, Daan Bloembergen, Karl Tuyls, Gerhard Weiss, In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2014.
• Influencing Social Networks: An Optimal Control Study, Daan Bloembergen, Bijan Ranjbar-Sahraei, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the European Conference on Artificial Intelligence (ECAI), 2014.
• Effects of Evolution on the Emergence of Scale Free Networks, Bijan Ranjbar-Sahraei, Daan Bloembergen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the International Conference on the Synthesis and Simulation of Living Systems (ALIFE), 2014.
• Inexpensive user tracking using Boltzmann Machines, Elena Mocanu, Decebal Mocanu, Haitham Bou Ammar, A. Liota, E. Smirnov, In Proceedings of the IEEE Conference on Systems, Man, and Cybernetics (SMN), 2014.
• Conformal Classification with Instance-Transfer Boosting, Shaung Zho, Haitham Bou Ammar, Evgueni Smirnov, In AIAI, 2014.
• Factored Four-Way Conditional Restricted Boltzmann Machines, Decebal Mocanu, Haitham Bou Ammar, A. Liota, Kurt Driessens, Karl Tuyls, Gerhard Weiss, In Pattern Recognition Letters. Code .

2013

• Automatically Mapped Transfer Between Reinforcement Learning Tasks via Three-Way Restricted Boltzmann Machines, Haitham Bou Ammar, Decebal Mocanu, Kurt Driessens, Karl Tuyls, Gerhard Weiss, In Proceedings of the European Conference on Machine Learning (ECML), 2013.
• Reinforcement Learning Transfer a Survey and Formal Framework, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In German Journal of Artificial Intelligence, 2013.
• Transfer for automated negotiation, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In German Journal of Artificial Intelligence, 2013.
• Swarm-based evaluation of nonparametric sysml mechatronics system design, M. Chami, Haitham Bou Ammar, Holger Voos, Karl Tuyls, Gerhard Weiss, In Proceedings of the International Conference on Mechatronics (icm),2013.
• Optimizing complex automated negotiation using sparse pseudo-input gaussian processes, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2013.
• Automatic transfer between negotiation tasks, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In the Adaptive Learning Agents Workshop at the International Conference of Autonomous Agents and Multiagent Systems (AAMAS), 2013.
• Using Conditional Restricted Boltzmann Machines for Highly Competitive Negotiation Tasks, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2013.
• Automated Negotiation Based on Sparse Pseudo-Input Gaussian Processes, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In the Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2013.
• Automatically Mapped Transfer Between Reinforcement Learning Tasks via Three-Way Restricted Boltzmann Machines (type b), Haitham Bou Ammar, Decebal Mocanu, Kurt Driessens, Karl Tuyls, Gerhard Weiss, In the Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2013.
• Dynamic Object Recognition Using Sparse Coded Three-Way Conditional Restricted Boltzmann machines, Wei Zhao, Haitham Bou Ammar, Nico Ross, In the Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2013.
• Nonconformity Function to Transfer Adaboost Algorithm, Shuang Zho, Evgueni Smirnov, Haitham Bou Ammar, Ralf Peetrs, In the Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2013.

2012

• Reinforcement Learning Transfer via Sparse Coding, Haitham Bou Ammar, Matthew Taylor, Karl Tuyls, Kurt Driessens, Gerhard Weiss, In Proceedings of the International Conference on Autonomous Agents and Multi-agent Systems (AAMAS), 2012.
• Sparse Reinforcement Learning Transfer, Haitham Bou Ammar, Matthew Taylor, Karl Tuyls, Gerhard Weiss, In Proceedings of the European Workshop on Multi-agent Systems (EUMAS), 2012.
• Evolutionary Dynamics of Ant Colony Optimization, Haitham Bou Ammar, Michael Kaisers, Karl Tuyls, In Proceedings of Multi-Agent Technology and Systems (MATES), 2012.
• Reinforcement Learning Using a Physical Robot, Michel Tokic, Haitham Bou Ammar, In Proceedings of Teaching Machine Learning at the International Conference on Machine Learning (ICML), 2012.
• Advocating an application-driven machine learning curriculum, Haitham Bou Ammar, Steven De Jong, In Proceedings of Teaching Machine Learning at the International Conference on Machine Learning (ICML), 2012.
• Reinforcement Learning Transfer Using a Sparse-Coded Inter-Task Mapping, Haitham Bou Ammar, Karl Tuyls, Matthew Taylor, Kurt Driessens, Gerhard Weiss, In Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2012.
• Transfer learning for bilateral multi issue negotiation, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2012.
• An Intelligent Sysml-Based Conceptual Design Evaluation of Mechatronic Systems, M. Chami, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the Benelux Conference on Artificial Intelligence (BNAIC), 2012.
• Transfer for bilateral multi-issue negotiation tasks, Siqi Chen, Haitham Bou Ammar, Karl Tuyls, Gerhard Weiss, In Proceedings of the European Workshop on Multi-agent Systems (EUMAS), 2012.

2011

• Common Subspace Transfer for Reinforcement Learning Tasks, Haitham Bou Ammar, Matthew Taylor, Karl Tuyls, Gerhard Weiss, In Lecture Notes on Artificial Intelligence, 2011.
• Common subspace transfer for reinforcement learning tasks, Haitham Bou Ammar, Matthew Taylor, In Proceedings of the Adaptive Learning Agents at the International Conference on Autonomous Agents and Multi-agent Systems (AAMAS), 2011.
• Reinforcement Learning Transfer Using a Sparse Coded Inter-task mapping, Haitham Bou Ammar, Matthew Taylor, Karl Tuyls, Gerhard Weiss, In Proceedings of the European Workshop on Multi-agent Systems (EUMAS), 2011.

2010

• Nonlinear Tracking and Landing Controller for Quadrotor Aerial Robots, Haitham Bou Ammar, Holger Voos, In Proceedings of IEEE Conference on Systems and Control.
• Controller Design for Quadrotor UAVs using Reinforcement Learning, Haitham Bou Ammar, Holger Voos, Wolfgang Ertle, In Proceedings of IEEE Conference on Systems and Control.