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是什么限制了决策的执行?

What limits performance in decision making?
课程网址: http://videolectures.net/rldm2015_pouget_decision_making/  
主讲教师: Alexandre Pouget
开课单位: 日内瓦大学
开课时间: 2015-07-28
课程语种: 英语
中文简介:
限制决策行为表现的主要因素是什么?在大多数模型中,行为表现主要由神经噪声的数量决定。这个因素确实可以解释大量的实验结果,包括韦伯定律。相反,我认为行为表现受到两个因素的制约:次优推理和刺激的可变性。我将演示在啮齿动物的嗅觉处理中,次优推理是如何伪装成神经噪声的。在这种特殊情况下,次优推断是动物错误地假设任务不是静止的,而实际上是静止的。这种错误的假设导致动物在每次试验中学习,造成额外的变异性。我还将证明韦伯定律可能仅仅是自然感觉输入统计的结果,而不是神经噪声和对数非线性。总之,神经噪声对决策性能的限制还很不清楚。相反,大脑很可能受到其执行推理的计算复杂性和接收数据的质量的限制。
课程简介: What are the main factors that limit behavioral performance in decision making? In most models, behavioral performance is set primarily by the amount of neural noise. This factor can indeed account for a vast array of experimental results, including Weber’s law. I will argue instead that behavioral performance is constrained by a combination of two factors: suboptimal inference and variability in the stimulus. I will demonstrate how suboptimal inference can masquerade as neural noise in olfactory processing in rodents. In this particular case, the suboptimal inference is the result of the animal wrongly assuming that the task is not stationary when it in fact is. This faulty assumption leads the animal to learn on each trial, causing extra variability. I will also show that Weber’s law could be the mere consequence of the statistics of natural sensory inputs, as opposed to neural noise and log nonlinearities. In summary, it is far from clear that neural noise limits performance in decision making. Instead, the brain is most likely limited by the computational complexity of the inference it performs and the quality of the data it receives.
关 键 词: 决策行为; 限制; 大脑
课程来源: 视频讲座网
数据采集: 2021-01-04:yxd
最后编审: 2021-01-04:yxd
阅读次数: 22