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Explainable K-Nearest Neighbors/Ushahidi
Rekodi ya ushahidi wa mbinu

Explainable K-Nearest Neighbors

Explainable K-Nearest Neighbors (XKNN) augments the classic KNN classifier or regressor with structured post-hoc or built-in explanation mechanisms, exposing which retrieved neighbors, which features, and which distance contributions drive each individual prediction — making the model's reasoning transparent and auditable for human decision-makers.

Sources recorded, not reviewed

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Explainable K-Nearest Neighbors (XKNN)
Rekodi ya mbinu ya kiajenda · ml-model / machine-learning
  • Cover, T. & Hart, P. (1967). Nearest neighbor pattern classification. IEEE Transactions on Information Theory, 13(1), 21–27. · DOI 10.1109/TIT.1967.1053964
  • Papernot, N. & McDaniel, P. (2018). Deep k-Nearest Neighbors: Towards Confident, Interpretable and Robust Deep Learning. arXiv preprint arXiv:1803.04765. · URL
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Same method familyDecision Treemachine-suggested · Relational suggestion, not evidence.Same method familyLIMEmachine-suggested · Relational suggestion, not evidence.Same method familyNaive Bayesmachine-suggested · Relational suggestion, not evidence.Same method familyRandom Forestmachine-suggested · Relational suggestion, not evidence.

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Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

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