Topical Advisory Panel for section 'Information Theory, Probability and Statistics'
- Thermodynamics Section
- Statistical Physics Section
- Information Theory, Probability and Statistics Section
- Quantum Information Section
- Multidisciplinary Applications Section
- Complexity Section
- Entropy and Biology Section
- Signal and Data Analysis Section
- Astrophysics, Cosmology, and Black Holes Section
- Time Section
- Entropy Reviews Section
- Non-equilibrium Phenomena Section
Please see the section webpage for more information on this section.
Members
Interests: asymptotic theory; empirical processes; mixture models; semi-parametric models; nonparametric estimation; shape-constrained estimation; splines
Interests: algebraic topology; information theory; machine learning; statistical physics; information decompositions; multivariate mutual information
Interests: statistical analysis; data analysis; statistics; statistical modeling; probability; simulation; applied statistics; econometric analysis; applied mathematics; modeling and simulation
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Interests: statistical divergences; extreme values; mathematical statistics
Interests: information theory; satellite and terrestrial communications; multimedia streaming; UAV and robotic communications; machine learning
2. Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, NY, USA
Interests: neural coding and perception of natural images; perceptual variability and uncertainty; neural variability and sensory information; image segmentation; AI
Interests: network modeling; stochastic algorithm; bayesian inference; application to life sciences and ecology
Interests: statistical data analysis; natural language processing; machine learning; information theory
Interests: foundations of statistical inference; measuring statistical evidence; eliciting and checking priors; measuring and controlling bias
Interests: Markov Chain Monte Carlo; Monte Carlo methods; computational statistics
2. Signal Processing and Speech Communication Laboratory, Graz University of Technology, 8010 Graz, Austria
Interests: information-theoretic model reduction; information bottleneck theory of deep learning; information-theoretic analysis of machine learning systems; theory-inspired machine learning
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Interests: FPGA reliability; design of hardware LDPC decoder/encoder; transient faults; models of faults; faults injection/detection/correction/tolerance; critical bits; hostile environment; reliability of on-chip memory; BRAM; SRAM-based FPGA; ASIC; EEG for BCI; real time operating system; critical systems; embedded systems; real time systems; dedicated architecture; design of system-on-chip
Interests: information geometry; uncertainty principle
Interests: statistical signal processing; time series; model selection; graphical models; dictionary learning; data compression
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Interests: cybersecurity; data privacy; applied cryptography; signal processing; randomization
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Interests: machine learning; statistical learning theory; dynamical systems; control theory
Interests: physical-layer security; information theory; probability and statistics; sports analytics; machine learning; digital telecommunications
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Interests: statistical inference; rare events; large deviations; stochastic control; nonequilibrium statistical mechanics; multiscale methods; diffusion in confined geometries
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Interests: evolutionary computation; machine learning; performance optimization; information systems; computational intelligence
Interests: information theory; error control coding; wireless communications theory; beyond-5G mobile networks; Low-Earth-Orbit satellite networks
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Interests: adaptive signal processing; statistical signal processing and signal characterisation; intersection of signal processing and machine learning; multichannel and multimodal signal data; biomedical and neural applications
Interests: natural language processing; question-answering; relation extraction; dialogue system
Interests: statistical modeling related to Skewed distributions and development of Skewed distributions; distributional theory with application to spatial statistics and time series analysis; circular statistics; spatial statistics and environmental statistics
Interests: uncertainty quantification; probabilistic modeling; coarse-graining
Interests: entropy and information measures; measurement theory; summary statistics
Interests: information theoretic security; unconditional security; quantum cryptography; physical layer security; global navigation satellite systems
Interests: stochastic orders; reliability theory; measures of discrimination (in particular entropy, extropies, inaccuracy, Kullback-Leibler); coherent systems; inference
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2. Instituto Carlos I de Física Teórica y Computacional, Universidad de Sevilla, 41012 Sevilla, Spain
Interests: information theory of quantum systems; entropies, complexities, and divergence measures; atomic and molecular systems; quantum entanglement; mutual information; quantum similarity
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Interests: cryptography
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Interests: information theory; biophysics; machine learning
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