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Steven Allen authored
This patch tracks two usefulness metrics: short-term usefulness and long-term usefulness. Short-term usefulness is sampled frequently and highly weights new observations. Long-term usefulness is sampled less frequently and highly weights on long-term trends. In practice, we do this by keeping two EWMAs. If we see an interaction within the sampling period, we record the score, otherwise, we record a 0. The short-term one has a high alpha and is sampled every shortTerm period. The long-term one has a low alpha and is sampled every longTermRatio*shortTerm period. To calculate the final score, we sum the short-term and long-term scores then adjust it ±25% based on our debt ratio. Peers that have historically been more useful to us than we are to them get the highest score.
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