21CTO

Jul 1, 2017 · Product Management

Why Simple Click Counts Fail: Smarter Scoring Strategies for Content Recommendation

The article recounts a junior engineer's journey improving a news app's recommendation system, moving from naive click counts to recent clicks, CTR, lower confidence bounds, and advanced multi‑armed bandit techniques like UCB and Thompson Sampling to balance relevance and novelty.