Complex Object Prediction Task

A Complex Object Prediction Task is a Prediction Task that requires the prediction of a Complex Data Object for some input item.

• AKA: Structured Output Prediction.
• Context:
  • It can be solved by a Complex Object Prediction Algorithm.
• See: Feature Vector, Document Classification Task.

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References

2009

• (Joachims et al., 2009) ⇒ Thorsten Joachims, Thomas Hofmann, Yisong Yue, and Chun-Nam Yu. (2009). “Predicting Structured Objects with Support Vector Machines.” In: Communications of the ACM, 52(11). doi:10.1145/1592761.1592783.
  • Structured output prediction is the name for such learning tasks, where one aims at learning a function h: X → Y mapping inputs x isin [math]\displaystyle{ X }[/math] to complex and structured outputs y isin Y.

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