Data Science Model Architecture

Architecture Diagram

Mathematical Equation

$$\hat{y}(t) = \left( \prod_{i=1}^{n} M_i(t) \right) B(t) + \sum_{j=1}^{m} \left( \prod_{i=1}^{n} M_i(t) \right)^\alpha R_j(t), \quad 0 \leq \alpha \leq 1$$ - \(n\): Total number of multiplicative impacts - \(m\): Total number of investment channels - \(Mi(t)\): Multiplicative impacts of signal \(i\) as a function of time \(t​\) - \(B(t)\): Baseline as a function of time \(t​\) - \(Rj(t)\): Investment impact of vehicle \(j\) as a function of time \(t​\)

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