费雪信息量化了苍蝇感光器中特定任务的表现

Peng Xu, P. Abshire
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引用次数: 2

摘要

在生物体的日常活动中,特定任务的表现对生存至关重要。在本文中,我们将神经系统的信息论研究扩展到使用苍蝇光感受器的详细生物物理模型来任务特定信息。我们制定了光感受器对入射闪光的响应,并使用理想的观察者分析确定了最佳的检测性能。此外,我们推导了包含在光感受器输出中的费雪信息,并展示了费雪信息与检测性能的关系。此外,我们使用Fisher信息来显示检测性能、信噪比和可判别性之间的联系。我们详细的光感受器生物物理模型为神经系统的信息论研究提供了丰富的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Fisher information quantifies task-specific performance in the blowfly photoreceptor
Performance on specific tasks in an organism's everyday activities is essential to survival. In this paper, we extend information-theoretic investigation of neural systems to task specific information using a detailed biophysical model of the blowfly photoreceptor. We formulate the response of the photoreceptor to incident flashes and determine the optimal detection performance using ideal observer analysis. Furthermore, we derive Fisher information contained in the output of the photoreceptor, and show how Fisher information is related to the detection performance. In addition we use Fisher information to show the connections between detection performance, signal-noise ratio, and discriminability. Our detailed biophysical model of the blowfly photoreceptor provides a rich framework for information-theoretic study of neural systems.
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