Single Table Learning Task

A Single Table Learning Task is a Data Mining Task that accepts a Single Table.

• AKA: Single Table Data Mining.
  • …
• Counter-Example(s):
  • Multi-Relational Learning.
• See: IID Mining Task.

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References

2003

• (Gartner, 2003) ⇒ Thomas Gärtner. (2003). “A Survey of Kernels for Structured Data.” In: ACM SIGKDD Explorations Newsletter, 5(1).
  • QUOTE: Kernel methods in general and support vector machines in particular have been successful in various]]learning tasks on data represented in a single table]]. Much 'real-world' data, however, is structured - it has no natural representation in a single table. Usually, to apply kernel methods to 'real-world' data, extensive pre-processing is performed to embed the data into a real vector space and thus in a single table.

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