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1,799
Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy
- IEEE TRANS. PATTERN ANALYSIS AND MACHINE INTELLIGENCE
, 2005
"... Feature selection is an important problem for pattern classification systems. We study how to select good features according to the maximal statistical dependency criterion based on mutual information. Because of the difficulty in directly implementing the maximal dependency condition, we first der ..."
Abstract
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Cited by 571 (8 self)
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derive an equivalent form, called minimal-redundancy-maximal-relevance criterion (mRMR), for first-order incremental feature selection. Then, we present a two-stage feature selection algorithm by combining mRMR and other more sophisticated feature selectors (e.g., wrappers). This allows us to select a
Relations between the statistics of natural images and the response properties of cortical cells
- J. Opt. Soc. Am. A
, 1987
"... The relative efficiency of any particular image-coding scheme should be defined only in relation to the class of images that the code is likely to encounter. To understand the representation of images by the mammalian visual system, it might therefore be useful to consider the statistics of images f ..."
Abstract
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Cited by 831 (18 self)
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cells are well suited for coding the information in such images if the goal of the code is to convert higher-order redundancy (e.g., correlation between the intensities of neighboring pixels) into first-order redundancy (i.e., the response distribution of the coefficients). Such coding produces a
Error and attack tolerance of complex networks
, 2000
"... Many complex systems display a surprising degree of tolerance against errors. For example, relatively simple organisms grow, persist and reproduce despite drastic pharmaceutical or environmental interventions, an error tolerance attributed to the robustness of the underlying metabolic network [1]. C ..."
Abstract
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Cited by 1013 (7 self)
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]. Complex communication networks [2] display a surprising degree of robustness: while key components regularly malfunction, local failures rarely lead to the loss of the global information-carrying ability of the network. The stability of these and other complex systems is often attributed to the redundant
Image Representation Using 2D Gabor Wavelets
- IEEE Trans. Pattern Analysis and Machine Intelligence
, 1996
"... This paper extends to two dimensions the frame criterion developed by Daubechies for one-dimensional wavelets, and it computes the frame bounds for the particular case of 2D Gabor wavelets. Completeness criteria for 2D Gabor image representations are important because of their increasing role in man ..."
Abstract
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Cited by 375 (4 self)
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in many computer vision applications and also in modeling biological vision, since recent neurophysiological evidence from the visual cortex of mammalian brains suggests that the filter response profiles of the main class of linearly-responding cortical neurons (called simple cells) are best modeled as a
A New Cell Balancing Architecture for Li-ion Battery Packs Based on Cell Redundancy
"... Abstract: Li-ion batteries are promoting the development of more and more performing electric vehicles (EVs) and hybrid EVs (HEVs). Thanks to their high energy density and increased current capabilities-which permit to use a relative light and space saving battery pack- these batteries are replacing ..."
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are connected in series with the purpose to increase the battery pack voltage. In this paper a new cell balancing architecture based on cell redundancy is proposed. This solution is especially suited to be implemented in vehicle battery management system (BMS) where cost and space reduction are the main
Contour enhancement, short-term memory, and constancies in reverberating neural networks
- Studies in Applied Math
, 1973
"... A model of the nonlinear dynamics of reverberating on-center off-surround networks of nerve cells, or of cell populations, is analysed. The on-center off-surround anatomy allows patterns to be processed across populations without saturating the populations ' response to large inputs. The signal ..."
Abstract
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Cited by 245 (93 self)
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A model of the nonlinear dynamics of reverberating on-center off-surround networks of nerve cells, or of cell populations, is analysed. The on-center off-surround anatomy allows patterns to be processed across populations without saturating the populations ' response to large inputs
DOI: 10.1159/000078440 Comparative Study of gp130 Cytokine Effects on Corticotroph AtT-20 Cells – Redundancy or Specificity of Neuroimmunoendocrine Modulators?
, 2003
"... Accessible online at: www.karger.com/nim ..."
Megabase chromatin domains involved in DNA double-strand breaks in vivo
- J. Cell
, 1999
"... Abstract. The loss of chromosomal integrity from DNA double-strand breaks introduced into mammalian cells by ionizing radiation results in the specific phosphorylation of histone H2AX on serine residue 139, yielding a specific modified form named �-H2AX. An antibody prepared to the unique region of ..."
Abstract
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Cited by 203 (2 self)
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Abstract. The loss of chromosomal integrity from DNA double-strand breaks introduced into mammalian cells by ionizing radiation results in the specific phosphorylation of histone H2AX on serine residue 139, yielding a specific modified form named �-H2AX. An antibody prepared to the unique region
Capacity and delay tradeoffs for ad-hoc mobile networks
- IEEE TRANSACTIONS ON INFORMATION THEORY
, 2005
"... We consider the throughput/delay tradeoffs for scheduling data transmissions in a mobile ad-hoc network. To reduce delays in the network, each user sends redundant packets along multiple paths to the destination. Assuming the network has a cell partitioned structure and users move according to a s ..."
Abstract
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Cited by 190 (12 self)
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We consider the throughput/delay tradeoffs for scheduling data transmissions in a mobile ad-hoc network. To reduce delays in the network, each user sends redundant packets along multiple paths to the destination. Assuming the network has a cell partitioned structure and users move according to a
Redundancy graph
"... scheme for sleep scheduling in sensor networks. Proc. SECON 2007. 8 Distributed approximation scheme Voronoi cells for anchors Shift the borders towards those anchors with larger identifiers 7 Add or choose anchors Label some nodes as anchors Minimal amount of extra information: 1 bit per node (anch ..."
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scheme for sleep scheduling in sensor networks. Proc. SECON 2007. 8 Distributed approximation scheme Voronoi cells for anchors Shift the borders towards those anchors with larger identifiers 7 Add or choose anchors Label some nodes as anchors Minimal amount of extra information: 1 bit per node
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