Analysis built for decisions.

An interactive MRI screening study comparing model paths and operating thresholds. The selected two-stage MLP reached 96.82% test sensitivity with a 3.18% missed-dementia rate; it supports screening analysis, not clinical diagnosis.

Cubic B-splines convert temperature, humidity, and weekend status into two outputs: expected daily electricity use and high-demand alert probability. Cross-validation reached 20.43 kWh² MSE for usage and 0.461 log loss for alerts.

Two linked models answer separate questions: OLS estimates a home's price, while calibrated LDA ranks its probability of a distressed sale. The price model reached 31.6 kEUR CV RMSE; the top 20% risk queue captured 24 of 47 distressed cases.