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NIPS
1998
15 years 7 months ago
Global Optimisation of Neural Network Models via Sequential Sampling
We propose a novel strategy for training neural networks using sequential Monte Carlo algorithms. This global optimisation strategy allows us to learn the probability distribution...
João F. G. de Freitas, Mahesan Niranjan, Ar...
BIOSYSTEMS
2007
111views more  BIOSYSTEMS 2007»
15 years 6 months ago
Metastability, criticality and phase transitions in brain and its models
This essay is designed to organize a range of experimental findings and theoretical insights of the past 25 years into a coherent view of the brain’s style of function. The view...
Gerhard Werner
208
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CLUSTER
2004
IEEE
15 years 6 months ago
MPI/FT: A Model-Based Approach to Low-Overhead Fault Tolerant Message-Passing Middleware
Fault tolerance in parallel systems has traditionally been achieved through a combination of redundancy and checkpointing methods. This notion has also been extended to message-pas...
Rajanikanth Batchu, Yoginder S. Dandass, Anthony S...
WWW
2008
ACM
16 years 7 months ago
Spatial variation in search engine queries
Local aspects of Web search -- associating Web content and queries with geography -- is a topic of growing interest. However, the underlying question of how spatial variation is m...
Lars Backstrom, Jon M. Kleinberg, Ravi Kumar, Jasm...
CCE
2006
15 years 6 months ago
Ontological informatics infrastructure for pharmaceutical product development and manufacturing
Informatics infrastructure plays a crucial role in supporting different decision making activities related to pharmaceutical product development, pilot plant and commercial scale ...
Venkat Venkatasubramanian, Chunhua Zhao, Girish Jo...