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Proceedings of the National Academy of Sciences of the United States of America, ISSN 0027-8424, 2/2012, Volume 109, Issue 8, pp. 3095 - 3100
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 11/2017, Volume 62, Issue 11, pp. 5780 - 5787
Journal Article
Scientific Reports, ISSN 2045-2322, 12/2018, Volume 8, Issue 1, pp. 16181 - 12
We consider the notion of stimulus representation over dynamic networks, wherein the network states encode information about the identify of an afferent input... 
COMPLEX | LIMITATIONS | ROBUST | DEFAULT MODE | MULTIDISCIPLINARY SCIENCES | CONTROLLABILITY | BRAIN | Sensory neurons | Information processing
Journal Article
Current Opinion in Neurobiology, ISSN 0959-4388, 2014, Volume 25, pp. 116 - 122
Journal Article
Proceedings of the National Academy of Sciences, ISSN 0027-8424, 03/2013, Volume 110, Issue 12, pp. E1142 - E1151
Unconsciousness is a fundamental component of general anesthesia (GA), but anesthesiologists have no reliable ways to be certain that a patient is unconscious.... 
SLEEP | MULTIDISCIPLINARY SCIENCES | BISPECTRAL ANALYSIS | STATE INDEX | MECHANISMS | EEG CHANGES | OSCILLATIONS | GENERAL-ANESTHESIA | SPECTRAL EDGE FREQUENCY | SEVOFLURANE | INDUCED ALPHA-RHYTHM | PNAS Plus | Biological Sciences
Journal Article
2005, ISBN 9780494072523
The field of adaptive control is vast and varied, with a large number of approaches to an even larger number of problems. Switching, in the context of adaptive... 
Engineering, Electronics and Electrical | Engineering, System Science
eBook
NEURAL COMPUTATION, ISSN 1530-888X, 05/2019, Volume 31, Issue 5, pp. 943 - 979
A key aspect of the neural coding problem is understanding how representations of afferent stimuli are built through the dynamics of learning and adaptation... 
FISHER INFORMATION | MUTUAL INFORMATION | NEUROSCIENCES | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | BRAINS | Incompatibility | Distance learning | Saddle points | Time | Batch processing | Optimization | Decoders | Neural networks | Dynamics | Coding | Machine learning | Signal processing | Stimuli
Journal Article
Neural Computation, ISSN 0899-7667, 09/2017, Volume 29, Issue 9, pp. 2528 - 2552
Journal Article
Neural Computation, ISSN 0899-7667, 09/2017, Volume 29, Issue 9, p. 2528
We consider the problem of optimizing information-theoretic quantities in recurrent networks via synaptic learning. In contrast to feedforward networks, the... 
Learning | Variables | Networks | Approximations | Feedforward | Optimization | Information theory
Journal Article
Neural Computation, ISSN 0899-7667, 09/2016, Volume 28, Issue 9, p. 1889
  A well-known phenomenon in sensory perception is desensitization, wherein behavioral responses to persistent stimuli become attenuated over time. In this... 
Neurons | Behavior | Sensory perception
Journal Article
2011, ISBN 9781107000568, Volume 9781107000568, xvii, 282
"This is a textbook and reference for readers interested in quasilinear control (QLC). QLC is a set of methods for performance analysis and design of linear... 
Stochastic control theory | Quasilinearization
Book
2011, ISBN 9781107000568
"This is a textbook and reference for readers interested in quasilinear control (QLC). QLC is a set of methods for performance analysis and design of linear... 
Stochastic control theory | Quasilinearization
Web Resource
Neural Networks, ISSN 0893-6080, 10/2017, Volume 94, pp. 212 - 219
A long-standing and influential hypothesis in neural information processing is that early sensory networks adapt themselves to produce efficient codes of... 
Efficient sparse coding | Proximal gradient descent | Neural networks | Unsupervised learning | Short-term memory | NEURAL-NETWORKS | APPROXIMATION | SHORT-TERM-MEMORY | SPARSE CODE | OPERATORS | NEUROSCIENCES | COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE | Unsupervised Machine Learning | Neural Networks (Computer) | Neurophysiology
Journal Article
Journal of Neural Engineering, ISSN 1741-2560, 2015, Volume 12, Issue 6, pp. 066011 - 66023
We consider the problem of optimal probing to learn connections in an evoked dynamic network. Such a network, in which each edge measures an input-output... 
Brain dynamics | Network structure | Evoked connectivity | Active stimulation | Network inference | Evoked Potentials - physiology | Brain Mapping - methods | Brain - physiology | Humans | Neural Networks (Computer) | Networks | Dynamics | Mathematical models | Scheduling | Mapping | Sensors | Joints | Optimization
Journal Article
Systems & Control Letters, ISSN 0167-6911, 04/2017, Volume 102, pp. 68 - 73
Many characterizations of linear system controllability revolve around the eigenvalue spectrum of the controllability gramian, which is a function of the... 
Linear systems | Network control | Bispectrum | Network analysis | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | RADIUS | AUTOMATION & CONTROL SYSTEMS | Measurement | Control systems | Analysis | Electric properties
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 01/2009, Volume 54, Issue 1, pp. 79 - 91
Journal Article
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