Population coding with unreliable spikes
نویسندگان
چکیده
The need for a neuronal coding scheme that is robust against the corruption of action potentials seems to support the idea of population rate coding, where the relevance of a single spike decreases proportional to the increase of population size. In order to test this intuition, we here investigate the e*ciency and robustness of a population rate coding scheme in comparison to a place coding scheme using identical noise model. It turns out that the e*ciency of population rate coding is substantially worse than that of place coding even if the generation or propagation of spikes are highly unreliable processes. c © 2002 Elsevier Science B.V. All rights reserved.
منابع مشابه
Population Coding of Stimulus Location in Rat Somatosensory Cortex
This study explores the nature of population coding in sensory cortex by applying information theoretic analyses to neuron pairs recorded simultaneously from rat barrel cortex. We quantified the roles of individual spikes and spike patterns in encoding whisker stimulus location. 82%-85% of the total information was contained in the timing of individual spikes: first spike time was particularly ...
متن کاملHighly variable spike trains underlie reproducible sensorimotor responses in the medicinal leech.
The nervous system of the leech is a particularly suitable model to investigate neural coding of sensorimotor responses because it allows both observation of behavior and the simultaneous measurement of a large fraction of its underlying neuronal activity. In this study, we used a combination of multielectrode recordings, videomicroscopy, and computation of the optical flow to investigate the r...
متن کاملNeural Strategies of Temporal Coding for Sensorimotor Processing
Neural Strategies of Temporal Coding for Sensorimotor Processing Guglielmo Foffani Karen A. Moxon, Ph.D. At the cellular scale, single-neurons process information mainly through spikes or action potentials. At the system scale, the brain is an intricate network of interconnected structures. The aim of this thesis is to integrate the cellular scale and the system scale by studying how ensembles ...
متن کاملOptimal Population Coding , Revisited
Cortical circuits perform the computations underlying rapid perceptual decisions within a few dozen milliseconds with each neuron emitting only a few spikes. Under these conditions, the theoretical analysis of neural population codes is challenging, as the most commonly used theoretical tool – Fisher information – can lead to erroneous conclusions about the optimality of different coding scheme...
متن کاملImpact of synaptic unreliability on the information transmitted by spiking neurons.
The spike generating mechanism of cortical neurons is highly reliable, able to produce spikes with a precision of a few milliseconds or less. The excitatory synapses driving these neurons are by contrast much less reliable, subject both to release failures and quantal fluctuations. This suggests that synapses represent the primary bottleneck limiting the faithful transmission of information thr...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید
ثبت ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Neurocomputing
دوره 44-46 شماره
صفحات -
تاریخ انتشار 2002