Recent advancements in machine analysis have spurred considerable focus on automated attribute construction. We introduce MPOID, a innovative paradigm shifting away from traditional tedious selection and creation of applicable variables. MPOID, standing for Poly-Dimensional Optimization with Connection Discovery, leverages a adaptive ensemble of pr

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