On the Effect of Analog Noise in Discrete-Time Analog Computations
Maass, W., & Orponen, P. (1998). On the Effect of Analog Noise in Discrete-Time Analog Computations. Neural Computation, 10(5), 1071-1095. https://doi.org/10.1162/089976698300017359
Published in
Neural ComputationDate
1998Copyright
© 1998 Massachusetts Institute of Technology
We introduce a model for analog computation with discrete time in the
presence of analog noise that is flexible enough to cover the most important
concrete cases, such as noisy analog neural nets and networks
of spiking neurons. This model subsumes the classical model for digital
computation in the presence of noise. We show that the presence of
arbitrarily small amounts of analog noise reduces the power of analog
computational models to that of finite automata, and we also prove a new
type of upper bound for the VC-dimension of computational models with
analog noise.
Publisher
MIT PressISSN Search the Publication Forum
0899-7667Keywords
NB.
Published also in Advances in Neural Information Processing Systems 9 edited by M.C. Mozer and M.I. Jordan and T. Petsche, from the conference, "Neural Information Processing Systems 1996 (NIPS 1996), MIT Press. ISSN 1049-5258; ISBN 0-262-10065-7
Please see also
http://papers.nips.cc/paper/1213-on-the-effect-of-analog-noise-in-discrete-time-analog-computationsPublication in research information system
https://converis.jyu.fi/converis/portal/detail/Publication/28170539
Metadata
Show full item recordCollections
License
Related items
Showing items with similar title or keywords.
-
"Like a Nesting Doll" : Analyzing Recursion Analogies Generated by CS Students Using Large Language Models
Bernstein, Seth; Denny, Paul; Leinonen, Juho; Kan, Lauren; Hellas, Arto; Littlefield, Matt; Sarsa, Sami; Macneil, Stephen (ACM, 2024)Grasping complex computing concepts often poses a challenge for students who struggle to anchor these new ideas to familiar experiences and understandings. To help with this, a good analogy can bridge the gap between ... -
Modeling friction between shearing brittle surfaces with a discrete element method
Kiiskinen, Sampsa (2018)Hauraiden materiaalien murtuminen on eräs materiaalifysiikan peruskysymyksistä. Sille ei ole vieläkään olemassa täydellistä teoreettista selitystä, joten ennusteiden tekeminen nojaa vahvasti kokeisiin ja niihin perustuviin ... -
The Effect of Self-Directedness on Learning Outcomes in Distance Learning Courses in Higher Education
Myllymäki, Mikko; Laine, Sanna; Hakala, Ismo (IEEE, 2023)Distance learning requires students to have different skills than face-to-face learning. The learning environment and the interaction with the teacher and other students are different. Distance learning typically gives ... -
Building Blocks Towards More Effective SQL Error Messages
Taipalus, Toni; Grahn, Hilkka (ACM, 2024)Reading and interpreting error messages are significant aspects of a software developer's work. Despite the importance and prevalence of error messages, especially for novices, SQL compiler error messages from various ...