Deep learning

Deep Neural Nets as a Method for Quantitative Structure–Activity Relationships

(2015) Junshui Ma et al.   Journal of Chemical Information and Modeling

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE

When Does a Mixture of Products Contain a Product of Mixtures?

(2015) Guido F. Montúfar et al.   SIAM JOURNAL ON DISCRETE MATHEMATICS

Deep learning of the tissue-regulated splicing code

(2014) Michael K. K. Leung et al.   BIOINFORMATICS

The human splicing code reveals new insights into the genetic determinants of disease

(2014) H. Y. Xiong et al.   SCIENCE

Deep Neural Networks Rival the Representation of Primate IT Cortex for Core Visual Object Recognition

(2014) Charles F. Cadieu et al.   PLoS Computational Biology

Modeling Natural Images Using Gated MRFs

(2013) Marc'Aurelio Ranzato et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

From machine learning to machine reasoning

(2013) Léon Bottou   MACHINE LEARNING

Connectomic reconstruction of the inner plexiform layer in the mouse retina

(2013) Moritz Helmstaedter et al.   NATURE

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

Learning Hierarchical Features for Scene Labeling

(2012) Clement Farabet et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Multi-column deep neural network for traffic sign classification

(2012) Dan Cireşan et al.   NEURAL NETWORKS

Acoustic Modeling Using Deep Belief Networks

(2011) Abdel-rahman Mohamed et al.   IEEE Transactions on Audio Speech and Language Processing

Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition

(2011) G. E. Dahl et al.   IEEE Transactions on Audio Speech and Language Processing

Learning long-range vision for autonomous off-road driving

(2009) Raia Hadsell et al.   Journal of Field Robotics

Convolutional Networks Can Learn to Generate Affinity Graphs for Image Segmentation

(2009) Srinivas C. Turaga et al.   NEURAL COMPUTATION