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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Shi-Hao Wang

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Open access Oct 2026

ICOD: Inclusion Degree-Based Conditional Outlier Detection in Mixed Attribute Data

Abstract Purpose This study aims to detect conditional outliers, which become anomalous only within a specified context, in mixed attribute data. It addresses contextual relevance, uncertainty and fuzziness that are often overlooked by conventional methods. Design/Methodology/Approach ICOD integrates fuzzy inclusion th...

Qi-Lin Li, Zhong Yuan, Shi-Hao Wang et al. · 0 citations

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