Optimized bidding algorithm of real time bidding in online ads auction

Zhang Chong-rui, E. Zhang
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引用次数: 10

Abstract

RTB is one of the most popular topics on online advertising in recent years; RTB-based ads auction subverts traditional advertising strategy, explicitly stating the concept that “advertisement is commodity”. Most of the current researches on online ads auction focus at the point of linear programming or assignment problem, while there's little study on the macro-level auction mechanism, especially the characteristics of the general winning bids. Based on real log data from a DSP in China, this paper conducts empirical analysis of average deal price and bidding volume at different times of impressions. Finally, we design an optimized method for delivery of RTB ads through offline experiments.
网络广告拍卖实时竞价的优化竞价算法
RTB是近年来网络广告最热门的话题之一;基于rtb的广告拍卖颠覆了传统的广告策略,明确了“广告即商品”的理念。目前对网络广告拍卖的研究大多集中在线性规划或分配问题上,而对宏观层面的拍卖机制,特别是一般中标者的特点研究较少。本文基于中国某DSP的真实日志数据,对不同时段的平均成交价格和投标量进行了实证分析。最后,我们通过线下实验设计了一种优化的RTB广告投放方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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