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ICML
2008
IEEE
16 years 8 months ago
A unified architecture for natural language processing: deep neural networks with multitask learning
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...
Ronan Collobert, Jason Weston
CMSB
2009
Springer
16 years 1 months ago
Approximation of Event Probabilities in Noisy Cellular Processes
Molecular noise, which arises from the randomness of the discrete events in the cell, significantly influences fundamental biological processes. Discrete-state continuous-time st...
Frédéric Didier, Thomas A. Henzinger...
CP
2005
Springer
16 years 22 days ago
AND/OR Branch-and-Bound for Solving Mixed Integer Linear Programming Problems
Abstract. AND/OR search spaces have recently been introduced as a unifying paradigm for advanced algorithmic schemes for graphical models. The main virtue of this representation is...
Radu Marinescu 0002, Rina Dechter
EWCBR
2004
Springer
16 years 18 days ago
Quantifying the Ocean's CO2 Budget with a CoHeL-IBR System
By improving accuracy in the quantification of the ocean’s CO2 budget, a more precise estimation can be made of the terrestrial fraction of global CO2 budget and its subsequent e...
Juan M. Corchado, Jim Aiken, Emilio Corchado, Nath...
AOSE
2001
Springer
15 years 11 months ago
Bringing Coherence to Agent Conversations
In this paper, we present a social model for software agent conversations for action based on social commitments and their negotiation. We depart from the premises that conversati...
Roberto A. Flores, Robert C. Kremer