Joseph Henry Laboratories of Physics, Princeton University, Princeton, NJ 08544.
Lewis-Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544.
Proc Natl Acad Sci U S A. 2022 May 3;119(18):e2021860119. doi: 10.1073/pnas.2021860119. Epub 2022 Apr 29.
There is a growing effort in the “physics of behavior” that aims at complete quantitative characterization of animal movements under more complex, naturalistic conditions. One reaction to the resulting explosion of high-dimensional data is the search for low-dimensional structure. Here I try to define more clearly what we mean by the dimensionality of behavior, where observable behavior may consist of either continuous trajectories or sequences of discrete states. This discussion also serves to isolate situations in which the dimensionality of behavior is effectively infinite.
在“行为物理学”领域,人们正在努力更全面、更自然地描述动物在复杂条件下的运动行为,并实现完全定量分析。面对由此产生的高维数据爆炸,人们的一个反应是寻找低维结构。在这里,我试图更清楚地定义我们所说的行为维度的含义,其中可观察的行为可以是连续轨迹,也可以是离散状态序列。这一讨论也有助于确定行为维度实际上是无限的情况。