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About The Role of Occam's Razor in Knowledge Discovery
This document discusses two interpretations of Occam's razor as applied to knowledge discovery (KDD) systems: 1. The first interpretation is that simpler models are preferable just because simplicity is desirable. This view promotes more comprehensible models. 2. The second interpretation is that simpler models will have greater accuracy. However, the document argues this view is problematic and unfounded. Several theoretical arguments for it are reviewed and found to be invalid or indirect. Empirical evidence also shows it often fails in practice. The document concludes the second interpretation of Occam's razor risks missing opportunities in KDD and its use should be restricted or replaced with alternatives like using domain constraints to avoid overfitting.
Detailed Information
| Author: | ['Ashish Kushwaha'] |
|---|---|
| Publication Year: | 2017 |
| Pages: | 19 |
| Language: | English |
| Format: | |
| Price: | FREE |
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