Title :
Testing for independence between a point process and an analog signal
Author :
Solo, Victor ; Pasha, Ahmed
Author_Institution :
Sch. of Electr. Eng. & Telecommun., Univ. of New South Wales, Sydney, NSW, Australia
Abstract :
In neural coding ultra fine electrodes are used to record spike trains from the brains (neurons) of awake animals such as rats,cats and monkeys. But analog singals such as EEG and local field potentials are also recorded. The aim of such experiments is to study the dynamics of the brain with potential development of true neural prosthetics. One problem that arises in extracting information from these recordings is joint modeling of both point processes and analog signals. Here we develop for the first time a test for independence between an analog signal and a point process.
Keywords :
biomedical electrodes; electroencephalography; medical signal processing; neurophysiology; prosthetics; zoology; EEG; analog signal; awake animals; brains; cats; local field potentials; monkeys; neural coding ultrafine electrodes; neural prosthetics; neurons; point process; rats; spike trains; Animals; Australia; Electrodes; Electroencephalography; Lagrangian functions; Neurons; Signal processing; Stochastic processes; Stochastic resonance; Testing; auto intensity; likelihood ratio; point process;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5495860