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A Marked Point Process Framework for Extracellular Electrical Potentials [PDF]

open access: yesFrontiers in Systems Neuroscience, 2017
Neuromodulations are an important component of extracellular electrical potentials (EEP), such as the Electroencephalogram (EEG), Electrocorticogram (ECoG) and Local Field Potentials (LFP).
Carlos A. Loza   +2 more
doaj   +5 more sources

Design as a Marked Point Process [PDF]

open access: yesJournal of Mechanical Design, 2021
Abstract Although artificial intelligence (AI) systems which support composition using predictive text are well established, there are no analogous technologies for mechanical design. Motivated by the vision of a predictive system that learns from previous designs and can interactively provide a list of established feature alternatives ...
Quigley, John   +4 more
openaire   +5 more sources

Marked point process variational autoencoder with applications to unsorted spiking activities. [PDF]

open access: yesPLoS Computational Biology
Spike train modeling across large neural populations is a powerful tool for understanding how neurons code information in a coordinated manner. Recent studies have employed marked point processes in neural population modeling. The marked point process is
Ryohei Shibue, Tomoharu Iwata
doaj   +3 more sources

A common goodness-of-fit framework for neural population models using marked point process time-rescaling. [PDF]

open access: yesJ Comput Neurosci, 2018
A critical component of any statistical modeling procedure is the ability to assess the goodness-of-fit between a model and observed data. For spike train models of individual neurons, many goodness-of-fit measures rely on the time-rescaling theorem and ...
Tao L, Weber KE, Arai K, Eden UT.
europepmc   +2 more sources

A Marked Point Process Filtering Approach for Tracking Sympathetic Arousal From Skin Conductance

open access: yesIEEE Access, 2020
Human emotion represents a complex neural process within the brain. The ability to automatically recognize emotions from physiological signals has the potential to impact humanity in multiple ways through applications in human-machine interaction, remote
Dilranjan S. Wickramasuriya   +1 more
doaj   +2 more sources

Clusterless Decoding of Position from Multiunit Activity Using a Marked Point Process Filter. [PDF]

open access: yesNeural Comput, 2015
Point process filters have been applied successfully to decode neural signals and track neural dynamics. Traditionally these methods assume that multiunit spiking activity has already been correctly spike-sorted.
Deng X   +4 more
europepmc   +2 more sources

FACADE INTERPRETATION USING A MARKED POINT PROCESS [PDF]

open access: yesISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2016
Our objective is the interpretation of facade images in a top-down manner, using a Markov marked point process formulated as a Gibbs process. Given single rectified facade images, we aim at the accurate detection of relevant facade objects as windows and
S. Wenzel, W. Förstner
doaj   +2 more sources

Fitting three-dimensional Laguerre tessellations by hierarchical marked point process models [PDF]

open access: yesSpatial Statistics, 2021
We present a general statistical methodology for analysing a Laguerre tessellation data set viewed as a realization of a marked point process model. In the first step, for the points we use a nested sequence of multiscale processes which constitute a ...
F. Seitl, Jesper Møller, V. Beneš
semanticscholar   +1 more source

Rescaling Marked Point Processes [PDF]

open access: yesAustralian <html_ent glyph="@amp;" ascii="&amp;"/> New Zealand Journal of Statistics, 2004
From the authors' abstract: \textit{P.-A. Meyer} [in: Sém. Bourbaki 1968/69, No. 361, 245--259 (1971; Zbl 0273.60053)] showed how to use the compensator to rescale a multivariate point process, forming independent Poisson processes with intensity 1. Meyer's result has been generalized to multidimensional point processes.
David Vere-Jones   +1 more
openaire   +4 more sources

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