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SOM (Self-Organizing Maps)


Self-Organizing Maps or SOMs are a way to organize data for visualization. SOMs are generated on the principle that nodes or cells in a SOM that are closer to each other are more similar in content to nodes or cells that are farther apart. This principle is akin to regional demographics where people who live in Massachussets have more in common with their neighbors in New Hampshire than they do with people living in Hawaii. In this fashion, a SOM forms a sort of topology that helps to visualize data.

In addition, after a SOM is made, new data can be placed onto the map to see where these new elements land in respect to old elements. This helps to see if various clusters of data are organized in a way that makes sense to the new data.

SOMs are generated either through the creation of Quicklists that contain objects with numeric or structural data or by isolating a set of results data. All objects have to be the same basic type, such as compounds or batches. If the quicklist contains multiple types of dataobjects, you will need to select which type of data that you would like to use to create the map.

Here is a simple tutorial on using SOMs to organize a collection of compounds.

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