Numeric Prediction Task

A Numeric Prediction Task is a prediction task that predicts numeric values.

• Context:
  • Input: a data item.
    • optional input: a numeric prediction structure; or a numeric-prediction training set.
  • output: one or more number values.
    • optional output: a numeric prediction structure.
  • measures: MSE, RMSE, ...
  • It can range from being a Uni-Target Numeric Prediction Task to being a Multi-Target Numeric Prediction Task, depending on the number of numeric outputs,.
  • It can range from being a Simple-Input Numeric Prediction Task to being a Complex-Input Numeric Prediction Task, depending on the complexity of the input item.
  • It can range from being a Model-based Numeric Prediction Task to being ...
  • It can range from being a Manual Numeric Prediction Task to being an Automated Numeric Prediction Task.
  • It can range from being a Heuristic Numeric Prediction Task to being a Data-Driven Numeric Prediction Task (such as a supervised numeric prediction), depending on whether some uncertainty is allowed in the decision.
  • It can range from being a Probabilistic Numeric Prediction Task to being ...
  • It can range from being a Batch Numeric Prediction Task to being an Online Numeric Prediction Task.
  • It can be solved by a Numeric Prediction System (that implements a numeric prediction algorithm).
  • It can be instantiated as a Numeric Prediction Act.
• Example(s):
  • …
• Counter-Example(s):
  • Class Prediction Task.
  • Ordinal Prediction Task.
• See: Data-Driven Numeric Prediction Task.

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