Google ★★ Frequent Hard AdsAuctionReal-time

G20 · Design AdWords Bidding & Serving G20 · 设计 AdWords 竞价与投放

Verified source经核实出处

Ads auction is Google-classic. Credibility A.

Key decisions关键决策

  • **GSP / second-price auction** with quality score multiplier.**GSP / 第二价拍卖** + 质量分乘数。
  • **Real-time CTR prediction** via logistic regression / deep model on features.**实时 CTR 预测**:LR / 深度模型。
  • **Budget pacing**: smooth spend across day (probabilistic throttling).**预算节流**:全日平滑(概率式节流)。
  • **Fraud filtering**: IVT detection before billing.**反作弊**:IVT 检测后再计费。

Follow-ups追问

  • Brand safety? classifier on page context + advertiser opt-outs.品牌安全?页面上下文分类器 + 广告主屏蔽。

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