Publications by Alan Fern

2008

Probabilistic Planning via Determinization in Hindsight

Sungwook Yoon, Alan Fern, Robert Givan, and Subbarao Kambhampati

to appear in AAAI Conference on Artificial Intelligence (AAAI-2008)

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Reinforcement Learning for Vulnerability Assessment in Peer-to-Peer Networks

Scott Dejmal, Alan Fern, and Thinh Nguyen

to appear in Innovative Applications of Artificial Intelligence (IAAI-2008)

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Learning Control Knowledge for Forward Search Planning

Sungwook Yoon, Alan Fern, and Robert Givan

Journal of Machine Learning Research (JMLR), 9, 683-718, 2008

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2007

Mixture-of-Parts Pictorial Structures for Objects with Variable Part Sets

Robin Hess, Alan Fern, Eric Mortenson

IEEE International Conference on Computer Vision (ICCV-2007)

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Online Planning for Resource Production in Real-Time Strategy Games

Hei Chan, Alan Fern, Soumya Ray, Nick Wilson, and Chris Ventura

International Conference on Automated Planning and Scheduling (ICAPS-2007)

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FF-Replan: A Baseline for Probabilistic Planning

Sungwook Yoon, Alan Fern, and Robert Givan

International Conference on Automated Planning and Scheduling (ICAPS-2007)

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On Learning Linear Ranking Functions for Beam Search

Yuehua Xu and Alan Fern

International Conference on Machine Learning (ICML-2007)

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Multi-task Reinforcement Learning: A Hierarchical Bayesian Approach

Aaron Wilson, Alan Fern, Soumya Ray, and Prasad Tadepalli

International Conference on Machine Learning (ICML-2007)

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Learning for Efficient Retrieval of Structured Data with Noisy Queries

Charles Parker, Alan Fern, and Prasad Tadepalli

International Conference on Machine Learning (ICML-2007)

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Toward Learning Mixture-of-Parts Pictorial Structures

Robin Hess and Alan Fern

ICML-2007 Workshop on Constrained Optimization and Structured Output Spaces

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A Relational Hierarchical Model for Decision-Theoretic Assistance (draft)

Sriraam Natarajan, Prasad Tadepalli, and Alan Fern

International Conference on Inductive Logic Programming (ILP-2007)

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Improved Video Registration using Non-Distinctive Local Image Features

Robin Hess and Alan Fern

IEEE Conference on Computer Vision and Pattern Recognition (CVPR-2007)

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Wireless Video Streaming with Collaborative Admission Control for Home Networks

Monchai Lertsutthiwong, Thinh Nguyen, and Alan Fern

International Conference on Multimedia and Expo (ICME-2007)

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Discriminative Learning of Beam-Search Heuristics for Planning

Yuehua Xu, Alan Fern, and SungWook Yoon

International Joint Conference on Artificial Intelligence (IJCAI-2007)

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Revisiting Output Coding for Sequential Supervised Learning

Guohua Hao and Alan Fern

International Joint Conference on Artificial Intelligence (IJCAI-2007)

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A Decision-Theoretic Model of Assistance

Alan Fern, Sriraam Natarajan, Kshitij Judah, and Prasad Tadepalli

International Joint Conference on Artificial Intelligence (IJCAI-2007)

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Using Learned Policies in Heuristic-Search Planning

SungWook Yoon, Alan Fern, and Robert Givan

International Joint Conference on Artificial Intelligence (IJCAI-2007)

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Searching Solitaire in Real Time

Ronald Bjarnason, Prasad Tadepalli, and Alan Fern
International Computer Games Association Journal, 30 (3), 131-142, 2007
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Reinforcement Learning in Relational Domains: A Policy-Language Approach (draft)

Alan Fern, Sungwook Yoon, and Robert Givan
In Lise Getoor and Ben Taskar, eds. Introduction to Statistical Relational Learning. MIT Press, Cambridge, MA.
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Speedup Learning (draft)

Alan Fern
In Claude Sammut, ed. Encyclopedia of Machine Learning. Springer-Verlag, New York, NY.
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2006

Gradient Boosting for Sequence Alignment

Charlie Parker, Alan Fern, and Prasad Tadepalli

National Conference on Artificial Intelligence (AAAI-2006)

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Learning Heuristic Functions from Relaxed Plans

Sungwook Yoon, Alan Fern, and Robert Givan

International Conference on Automated Planning and Scheduling (ICAPS-2006)

Sequential Inference with Reliable Observations: Learning to Construct Force-Dynamic Models

Alan Fern and Robert Givan

Artificial Intelligence, 170 (14-15), 1081-1122, 2006

Dynamic Feature Selection for Hardware Prediction

Alan Fern, Robert Givan, Babak Falsafi, and T. N. Vijaykumar

Journal of Systems Architecture, 52, 4, 213-234, 2006

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Approximate Policy Iteration with a Policy Language Bias: Solving Relational Markov Decision Processes

Alan Fern, Sungwook Yoon, and Robert Givan

Journal of Artificial Intelligence Research (JAIR), 25, 85-118, 2006

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2005

A Simple-Transition Model for Relational Sequences

Alan Fern

International Joint Conference on Artificial Intelligence (IJCAI-2005)

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Learning Measures of Progress for Planning Domains

SungWook Yoon, Alan Fern, Robert Givan

National Conference on Artificial Intelligence (AAAI-2005)

postscript

Learning First-Order Probabilistic Models with Combining Rules Sriraam Natarajan, Prasad Tadepalli, Eric Altendorf, Thomas G. Dietterich, Alan Fern, Angelo Restificar

International Conference on Machine Learning (ICML-2005)

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2004

Learning Models and Formulas of a Temporal Event Logic

Purdue University Ph.D. Thesis, August 2004

compressed postscript

Relational Sequential Inference with Reliable Observations

Alan Fern and Robert Givan

International Conference on Machine Learning (ICML-2004)

postscript

Learning Domain-Specific Control Knowledge from Random Walks

Alan Fern, SungWook Yoon, and Robert Givan

International Conference on Automated Planning and Scheduling (ICAPS-2004)

postscript

2003

Approximate Policy Iteration with a Policy Language Bias

Alan Fern, SungWook Yoon, and Robert Givan

Advances in Neural Information Processing Systems 16 (NIPS-2003)

postscript

Online Ensemble Learning: An Empirical Study

Alan Fern and Robert Givan

Machine Learning Journal (MLJ), 53(1/2), pp. 71-109, 2003

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2002

Specific-to-General Learning for Temporal Events with Application to Video Event Recognition

Alan Fern, Robert Givan, and Jeffrey Mark Siskind

Journal of Artificial Intelligence Research (JAIR), 17, 379-449, 2002

online journal

Inductive Policy Selection for First-Order Markov Decision Processes

SungWook Yoon, Alan Fern, and Robert Givan

Eighteenth Conference on Uncertainty in Artificial Intelligence (UAI-2002)

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Specific-to-General Learning for Temporal Events

Alan Fern, Robert Givan, and Jeffrey Mark Siskind

Eighteenth National Conference on Artificial Intelligence (AAAI-2002)

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Learning Temporal, Relational, Force-Dynamic Event Definitions from Video

Alan Fern, Jeffrey Mark Siskind, and Robert Givan

Eighteenth National Conference on Artificial Intelligence (AAAI-2002)

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2000

Online Ensemble Learning: An Empirical Study

Alan Fern and Robert Givan

International Conference on Machine Learning (ICML-2000)

postscript

1998

Automatic Extraction of Drainage Network from Digital Terrain Elevation Data: A Local Network Approach

Alan Fern, Mohamad Musavi, and Jon Miranda

IEEE Transactions on Geoscience and Remote Sensing, 36(3), 1998

1997

Automatic Extraction of Drainage Network from Digital Terrain Elevation Data: A Local Network Approach

Alan Fern, Mohamad Musavi, and Jon Miranda

International Conference on Neural Networks (ICNN-1997)

Pulp Digester Level Prediction Using Multiresolution Networks of Locally Active Units

Alan Fern, Jon Miranda, Mohamad Musavi, and Dan Coughlin

International Conference on Neural Networks (ICNN-1997)

1995

A VLSI Circuit for Recreating Living Nerve Networks

Seth Wolpert, Andrew Laffely, and Alan Fern

Twenty-First IEEE Northeast Bioengineering Conference, 1995