Labeled Training Record

A labeled training record is a training record with a training record value (a target attribute whose Target Value is known)

• AKA: Training Example, Training Case, Training Tuple, Training Instance, Train Instance, Labeled Training Case, Labeled Training Instance, Training Pair.
• Context:
  • It can be a Member Of a Labeled Training Record Set.
  • It can be:
    • a Binary Training Record, such as a Positive Training Record or Negative Training Record.
    • a Multi-Valued Training Record.
    • a Real-Valued Training Record.
• Example(s):
  • (Name=N/A, Gender=Male, Age=54, BankruptcyInPast5Years=Yes, CreditRisk=High); Target_Class=CreditRisk
• See: Unlabeled Training Record, Concept Instance, Testing Record, Statistical Modeling Task

References

2004

• (Hastie & al, 2004) => Trevor Hastie, Saharon Rosset, Robert Tibshirani, and Ji Zhu. (2004). "The Entire Regularization Path for the Support Vector Machine." In: The Journal of Machine Learning Research, 5.
  • In this paper we study the support vector machine (SVM)(Vapnik, 1996; Sch¨olkopf and Smola, 2001) for two-class classification. We have a set of n training pairs x_i, y_i, where x_i in R^p is a p-vector of real-valued predictors (attributes) for the i^th observation, and y_i in {−1,+1} codes its binary response. ...