Aggelopoulos Nikolaos C
Leibniz Institute for Neurobiology, Brenneckestr. 6, 39118 Magdeburg, Germany.
Neurosci Biobehav Rev. 2015 Aug;55:375-92. doi: 10.1016/j.neubiorev.2015.05.001. Epub 2015 May 11.
Perceptual inference refers to the ability to infer sensory stimuli from predictions that result from internal neural representations built through prior experience. Methods of Bayesian statistical inference and decision theory model cognition adequately by using error sensing either in guiding action or in "generative" models that predict the sensory information. In this framework, perception can be seen as a process qualitatively distinct from sensation, a process of information evaluation using previously acquired and stored representations (memories) that is guided by sensory feedback. The stored representations can be utilised as internal models of sensory stimuli enabling long term associations, for example in operant conditioning. Evidence for perceptual inference is contributed by such phenomena as the cortical co-localisation of object perception with object memory, the response invariance in the responses of some neurons to variations in the stimulus, as well as from situations in which perception can be dissociated from sensation. In the context of perceptual inference, sensory areas of the cerebral cortex that have been facilitated by a priming signal may be regarded as comparators in a closed feedback loop, similar to the better known motor reflexes in the sensorimotor system. The adult cerebral cortex can be regarded as similar to a servomechanism, in using sensory feedback to correct internal models, producing predictions of the outside world on the basis of past experience.
感知推理是指从通过先前经验构建的内部神经表征所产生的预测中推断感觉刺激的能力。贝叶斯统计推理和决策理论方法通过在引导行动或预测感觉信息的“生成”模型中使用误差感知,充分地对认知进行建模。在这个框架中,感知可以被看作是一个在性质上与感觉不同的过程,是一个利用先前获取和存储的表征(记忆)进行信息评估的过程,该过程由感觉反馈引导。所存储的表征可以用作感觉刺激的内部模型,从而实现长期关联,例如在操作性条件反射中。感知推理的证据来自诸如物体感知与物体记忆在皮层中共定位、某些神经元对刺激变化的反应具有不变性以及感知可以与感觉分离的情况等现象。在感知推理的背景下,已被启动信号促进的大脑皮层感觉区域可以被视为一个封闭反馈回路中的比较器,类似于感觉运动系统中更为人熟知的运动反射。成年大脑皮层可以被看作类似于一个伺服机制,利用感觉反馈来校正内部模型,根据过去的经验对外部世界进行预测。