2013年4月24日水曜日

Rats and Humans Can Optimally Accumulate Evidence for Decision-Making


Bingni W. Brunton, Matthew M. Botvinick, Carlos D. Brody
Science 5 April 2013: Vol. 340 no. 6128 pp. 95-98

The gradual and noisy accumulation of evidence is a fundamental component of decision-making, with noise playing a key role as the source of variability and errors. However, the origins of this noise have never been determined. We developed decision-making tasks in which sensory evidence is delivered in randomly timed pulses, and analyzed the resulting data with models that use the richly detailed information of each trial’s pulse timing to distinguish between different decision-making mechanisms. This analysis allowed measurement of the magnitude of noise in the accumulator’s memory, separately from noise associated with incoming sensory evidence. In our tasks, the accumulator’s memory was noiseless, for both rats and humans. In contrast, the addition of new sensory evidence was the primary source of variability. We suggest our task and modeling approach as a powerful method for revealing internal properties of decision-making processes.

1 件のコメント:

  1. いつも楽しく拝見させていただいております。この論文面白そうですね、今度感想きかせてください。

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