Real-World Dataset

A Real-World Dataset is a Data Set of Real-World Data Records (that represent some actual Process in The Universe).

• AKA: Real-World Data, Real-World Data Set, Real-World Data Record Set, Real World Dataset.
• Counter-Example(s):
  • any Synthetic Dataset.
• See: Real-World, Data Source, Real-World Application.

References

2008

• (Wick & al, 2008) => Michael Wick, Khashayar Rohanimanesh, Karl Schultz, and Andrew McCallum. (2008). "A Unified Approach for Schema Matching, Coreference, and Canonicalization." In: Proceedings of the 14th ACM SIGKDD international conference on Knowledge Discovery and Data Mining (KDD 2008).
  • Real World Data: For our real-world data we manually extracted faculty and alumni listings from 7 university websites,

1995

• (Kohavi, 1995) => Ron Kohavi. (1995). "A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection." In: Proceedings of the Fourteenth International Joint Conference on Artificial Intelligence (IJCAI 1995).
  • We report on a largescale experiment ... on these algorithms on real-world datasets. For cross-validation, we vary the number of folds and whether the folds are stratified or not; for bootstrap, we vary the number of bootstrap samples. Our results indicate that for real-word datasets similar to ours....