Feature function

Feature functions define construction of a feature. For example sum pattern, which sums column by subject in table could be described as:

SELECT subject, SUM(COLUMN) AS feature FROM TABLE GROUP BY subject;

To make the features transferable, it is a good idea to parametrize them. Following variables are automatically defined by the engine:

@table
Required: The name of the relation.
@col1, @col2
Optional: Names of the input attributes. Use either @col1 alone or together with @col2.
@id
Optional: An attribute with the entity id.
@timestamp
Optional: An attribute, which defines a time sequence.
@target
Required: An attribute with the label.
@feature
Required: The name of the attribute with the created feature.

MySQL query:

Past results:

AuthorFeature nameChi2 (avg)Chi2 (max)Run time (avg)Run time (max)SQL