In this paper, we address the issue of measuring the fair value of instruments without an active market, but which have similar instruments quoted at active markets (Level 2 within the Fair Value Hierarchy within IFRS). First, we use hierarchical clustering to find groups of similar instruments. As a second step, we train an artificial neural network (ANN) on the groups of similar instruments.

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