SPINEX-anomaly: similarity-based predictions with explainable neighbors exploration for anomaly and outlier detection

SPINEX-anomaly: similarity-based predictions with explainable neighbors exploration for anomaly and outlier detection

Abstract This paper presents a novel anomaly and outlier detection algorithm from the SPINEX (Similarity-based Predictions with Explainable Neighbors Exploration) family. This algorithm leverages the concept of similarity and higher-order interactions across multiple subspaces to identify outliers....

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Bibliographic Details
Main Authors: M. Z. Naser, Ahmad Z. Naser
Format: Article
Language:English
Published: SpringerOpen 2025-04-01
Series:Journal of Big Data
Subjects:
Algorithm
Machine learning
Benchmarking
Anomaly detection
Online Access:https://doi.org/10.1186/s40537-025-01122-9
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https://doi.org/10.1186/s40537-025-01122-9

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