Learn Before
Example of a Mother Distribution in Ecology
To illustrate a mother distribution in causal discovery, consider an ecological study conducted to understand a forest ecosystem and preserve biodiversity. The objective is to determine which factor influences which other factor. The dataset consists of jointly recorded values of many variables , where , in different locations (measuring factors such as soil, humidity, lighting, or the presence of certain plants or animals). This results in samples . Determining which factor influences another is a complicated process; however, prior knowledge of physics and biology may allow researchers to label some pairs with ground truth (for example, the aspect of a slope can influence hill shade, but not vice versa). The labeled dataset thus obtained, , is an empirical sample of the "mother distribution". It is hoped that more pairs can be automatically labeled using a classifier trained on such data, provided the mechanisms of the other pairs bear some similarity.
0
1
Contributors are:
Who are from:
Tags
Data Science