ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

We present a reinforcement learning architecture, Dyna-2, that encompasses both samplebased learning and sample-based search, and that generalises across states during both learni...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

Graph transduction methods label input data by learning a classification function that is regularized to exhibit smoothness along a graph over labeled and unlabeled samples. In pr...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

We present an algorithm for on-line, incremental discovery of temporal-difference (TD) networks. The key contribution is the establishment of three criteria to expand a node in TD...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

In the absence of explicit queries, an alternative is to try to infer users' interests from implicit feedback signals, such as clickstreams or eye tracking. The interests, fo...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

We consider the problem of optimizing multilabel MRFs, which is in general NP-hard and ubiquitous in low-level computer vision. One approach for its solution is to formulate it as...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

We introduce confidence-weighted linear classifiers, which add parameter confidence information to linear classifiers. Online learners in this setting update both classifier param...

ICML

2008

IEEE

14 years 8 months ago
2008

IEEE

Most existing sparse Gaussian process (g.p.) models seek computational advantages by basing their computations on a set of m basis functions that are the covariance function of th...

ICML

2008

IEEE

2008

IEEE

A unified architecture for natural language processing: deep neural networks with multitask learning

14 years 8 months ago
We describe a single convolutional neural network architecture that, given a sentence, outputs a host of language processing predictions: part-of-speech tags, chunks, named entity...