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$B!!(BThe present study investigates the influence of attention modulation on neural tuning functions. It has been shown in experiments that attention modulation alters neural tuning curves. Attention has been considered, at least, to serve to resolve limiting capacities and to increase the sensitivity to attended stimulus, while the exact functions of attention are still under debate. Inspired by recent experimental results on attention modulation, the present study investigates the influence of changes in the height and base rate of the tuning curve on the encoding accuracy, using the Fisher information. We derive explicit conditions which determine when the height and base rate should be increased or decreased to improve the encoding accuracy. Notably, a decrease in the tuning height and base rate can improve the encoding accuracy in some cases. Our theoretical results can predict the effective size of attention modulation on the neural population with respect to the encoding accuracy. We discuss how our method can be used to quantitatively evaluate different aspects of attention function.

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Copyright(C) 2002 National Institute for Physiological Sciences