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Table 1 True Relationship in Simulated Scenarios

From: Dynamic incorporation of prior knowledge from multiple domains in biomarker discovery

Scenario

Relationships

1. Linear

Y = 1.6 + 2.6X1 + 1.7X2 + 1.3X3 + 1.4X4 − 2.5X5 + 1.9X6 + 2.3X7 + 4.5X8 − 0.3X9 + 0.4X10

2. Higher order

Y = 4.3 + 2.1X1 + 2.1X2 + 3.4X3 + 2.6X4 + 3.2X5 + 5.9X6 + 1.5X7 + 1.1X8 − 1.2X9 + 2.6X10X10

3. Interaction

Y = 2.3 + 2.6X1 + 3.9X2 + 2.8X3 + 5.5X4 + 3.3X5 − 2.5X6 + 1.0X7 + 2.5X8 + 1.3X9X10

  1. Superscripts indicate the indices of feature X