DAGGER and Friends References: 1. A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning, Ross, Gordon & BagnellDAGGER algorithm 2. Reinforcement and Imitation Learning via Inte

Source URL: rll.berkeley.edu

Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction Yuting Zhang∗† , Kihyuk Sohn† , Ruben Villegas† , Gang Pan∗ , Honglak Lee† ∗ †

Source URL: www.cv-foundation.org

Part & Clamp: Efficient Structured Output Learning Patrick Pletscher, Cheng Soon Ong Structured Output Prediction: Setting Part: Minimum Feedback Vertex Set

Source URL: www.pletscher.org

. . Towards Accurate Structured Output Learning and Prediction

Source URL: www.pletscher.org

http://arxiv.org/absFrom Machine Learning to Machine Reasoning Léon Bottou

Source URL: arxiv.org

• Artificial intelligence
• Logic
• Cognition
• Artificial neural networks
• Reasoning
• Computational neuroscience
• Machine learning
• Deep learning
• Word embedding
• Reasoning system
• Probabilistic logic
• Structured prediction

Appears in International Journal On Semantic Web and Information Systems - Special Issue on Web-Scale Knowledge Extraction, 2012 Elementary: Large-scale Knowledge-base Construction via Machine Learning and Statistical I

Source URL: www.cs.stanford.edu

• Logic
• Artificial intelligence
• Cognition
• Machine learning
• Computational linguistics
• Natural language processing
• Structured prediction
• Markov logic network
• Inference
• Logic form
• Probabilistic logic
• Statistical classification

Improving Object Detection with Deep Convolutional Networks via Bayesian Optimization and Structured Prediction Yuting Zhang*† , Kihyuk Sohn† , Ruben Villegas† , Gang Pan* , Honglak Lee† * Department of Computer

Source URL: www.cv-foundation.org

The Exponentiated Functional Gradient Algorithm for Structured Prediction Problems J. Andrew Bagnell with John Langford, Nathan Ratliff, and David Silver Maximum margin structured prediction has recently gained prominenc

Source URL: snowbird.djvuzone.org

A Decision Tree Framework for Spatiotemporal Sequence Prediction Taehwan Kim Yisong Yue

Source URL: www.yisongyue.com

• Machine learning
• Conditional random field
• Structured prediction
• Hidden Markov model
• Artificial neural network
• Dynamic programming
• Decision tree learning
• Pattern recognition
• Recursion
• Supervised learning

How Hard is Inference for Structured Prediction? Amir Globerson Tim Roughgarden David Sontag Cafer Yildirim

Source URL: cs.nyu.edu