Pattern Classification

Duda, R. O., Hart, P. E., & Stork, D. G. (2001). Pattern Classification. Wiley.

Type

Book chapter

Intellectual base

Textbook

Year

2001

ISBN

9780471056690

Link

https://openlibrary.org/books/OL39981Mmatched

Cited from

mathematics

Cited by

2 citations across 2 artifacts.

Each citation links to the sentence it supports in the citing article.

Primes

• Metric
  • In statistics and machine learning it is Euclidean, Mahalanobis, and cosine distance between feature vectors — and the choice of metric determines what "similar" means, and so determines the results of clustering, nearest-neighbour classification, and retrieval.

    This sourceStandard treatment of distance metrics (Euclidean, Mahalanobis, cosine) in clustering, nearest-neighbor classification, and how the metric determines what counts as similar.

Domain-specific

• Binary classification
  • Binary classification is the supervised or rule-based decision problem of mapping each eligible instance to one of exactly two mutually distinguished class labels, often by thresholding a real-valued score.

Verification

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