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自由能推理

Free energy and active inference
课程网址: http://videolectures.net/cyberstat2012_friston_free_energy/  
主讲教师: Karl Friston
开课单位: 伦敦大学
开课时间: 2012-10-16
课程语种: 英语
中文简介:
我们与世界的互动和经验有多少可以从基本原则中推断出来?这篇演讲回顾了最近的一些尝试,他们试图理解像我们这样的个体化主体的自组织行为,作为与环境持续交流的基本要求。简而言之,一个简单的驱动力似乎可以解释行为和感知的许多方面。这种驱动力是将惊喜或预测误差最小化,在感知的背景下,这与Bayes最优预测编码(抑制外部感知预测错误)相对应,在动作的背景下,减少到经典的运动反射(抑制本体感觉预测误差)。我们将从这种感知的行为中,看到一些感知的现象。这些感知能力建立在先前对世界的信念之上,但这些信念又从何而来?最后,我将讨论最近关于先前信仰的性质的建议,以及它们如何保证感官的主动取样。简言之,为了尽量减少令人惊讶的世界状态,有必要对输入进行抽样,以尽量减少对感官输入原因的不确定性。当这种最小化是通过先前的信念来实现的——关于我们如何对世界进行取样——所产生的行为会让人想起在探索和视觉搜索中看到的那种搜索。
课程简介: How much about our interactions with - and experience of - our world can be deduced from basic principles? This talk reviews recent attempts to understand the self-organised behaviour of embodied agents, like ourselves, as satisfying basic imperatives for sustained exchanges with the environment. In brief, one simple driving force appears to explain many aspects of action and perception. This driving force is the minimisation of surprise or prediction error that - in the context of perception - corresponds to Bayes-optimal predictive coding (that suppresses exteroceptive prediction errors) and - in the context of action - reduces to classical motor reflexes (that suppress proprioceptive prediction errors). We will look at some of the phenomena that emerge from this single principle; such as the perceptual encoding of sensory trajectories (bird song and action perception). These perceptual abilities rest upon prior beliefs about the world – but where do these beliefs come from? I will finish by discussing recent proposals about the nature of prior beliefs and how they underwrite the active sampling of the sensorium. Put simply, to minimise surprising states of the world, it is necessary to sample inputs that minimise uncertainty about the causes of sensory input. When this minimisation is implemented via prior beliefs - about how we sample the world - the resulting behaviour is remarkably reminiscent of searches of the sort seen in exploration and visual searches.
关 键 词: 感知现象; 感官; 运动反射
课程来源: 视频讲座网
数据采集: 2020-11-09:yxd
最后编审: 2020-11-09:zyk
阅读次数: 36