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» In Praise of Numerical Computation
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NIPS
2008
13 years 10 months ago
On Computational Power and the Order-Chaos Phase Transition in Reservoir Computing
Randomly connected recurrent neural circuits have proven to be very powerful models for online computations when a trained memoryless readout function is appended. Such Reservoir ...
Benjamin Schrauwen, Lars Buesing, Robert A. Legens...
LCTRTS
2010
Springer
14 years 3 months ago
Elastic computing: a framework for transparent, portable, and adaptive multi-core heterogeneous computing
Over the past decade, system architectures have started on a clear trend towards increased parallelism and heterogeneity, often resulting in speedups of 10x to 100x. Despite numer...
John Robert Wernsing, Greg Stitt
ANTS
2000
Springer
92views Algorithms» more  ANTS 2000»
14 years 1 months ago
Computing Special Values of Partial Zeta Functions
We discuss computation of the special values of partial zeta functions associated to totally real number fields. The main tool is the Eisenstein cocycle Ψ, a group cocycle for GL...
Gautam Chinta, Paul E. Gunnells, Robert Sczech
SCL
2008
105views more  SCL 2008»
13 years 8 months ago
Computation of nonlinear balanced realization and model reduction based on Taylor series expansion
In this paper a computational algorithm for nonlinear balanced realization and model reduction based on Taylor series expansion is proposed. This algorithm requires recursive comp...
Kenji Fujimoto, Daisuke Tsubakino
STOC
1996
ACM
197views Algorithms» more  STOC 1996»
14 years 1 months ago
Computing Betti Numbers via Combinatorial Laplacians
We use the Laplacian and power method to compute Betti numbers of simplicial complexes. This has a number of advantages over other methods, both in theory and in practice. It requ...
Joel Friedman