Results 21 to 30 of about 24,894,856 (287)
Deformed statistics formulation of the information bottleneck method [PDF]
6 pages.
Ravi C. Venkatesan, Angelo Plastino
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Identifying informative subsets of the Gene Ontology with information bottleneck methods [PDF]
Abstract Motivation: The Gene Ontology (GO) is a controlled vocabulary designed to represent the biological concepts pertaining to gene products. This study investigates the methods for identifying informative subsets of GO terms in an automatic and objective fashion.
Bo Jin, Xinghua Lu
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In this paper, a generalized information-theoretic framework for the emergence of multi-resolution hierarchical tree abstractions is developed. By leveraging ideas from information-theoretic signal encoding with side information, this paper develops a ...
Daniel T. Larsson +2 more
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Bottleneck roads with narrowed width often only allow one vehicle to pass at once. In this situation, human drivers need to negotiate their right-of-way via, e.g., hand gestures and eye contact.
Yang Li +4 more
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A novel tensor-information bottleneck method for multi-input single-output applications [PDF]
Ensuring timeliness and mobility for multimedia computing is a crucial task for wireless communication. Previous algorithms that utilize information channels, such as the information bottleneck method, have shown great performance and efficiency, which ...
Lu, Liangfu +5 more
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Increased data rates and very low-latency requirements place strict constraints on the computational complexity of channel decoders in the new 5G communications standard.
Maximilian Stark +3 more
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Generalized Information Bottleneck [PDF]
150 pagesData compression is a widely used technique to reduce the transmission rate of a source signal due to the capacity bottleneck of an information channel.
Cheng, Jiangnan
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Function Identification in Neuron Populations via Information Bottleneck
It is plausible to hypothesize that the spiking responses of certain neurons represent functions of the spiking signals of other neurons. A natural ensuing question concerns how to use experimental data to infer what kind of a function is being computed.
S. Kartik Buddha +3 more
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Perturbation AUTOVC: Voice Conversion From Perturbation and Autoencoder Loss
AUTOVC is a voice-conversion method that performs self-reconstruction using an autoencoder structure for zero-shot voice conversion. AUTOVC has the advantage of being easy and simple to learn because it only uses the autoencoder loss for learning ...
Hwa-Young Park +2 more
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The information bottleneck method
We define the relevant information in a signal $x\in X$ as being the information that this signal provides about another signal $y\in \Y$. Examples include the information that face images provide about the names of the people portrayed, or the information that speech sounds provide about the words spoken.
Naftali Tishby +2 more
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