Maximizing the Utility in Location-Based Mobile Advertising

被引:3
|
作者
Cheng, Peng [1 ]
Lian, Xiang [2 ]
Chen, Lei [1 ]
Liu, Siyuan [3 ]
机构
[1] HKUST, Hong Kong, Peoples R China
[2] Kent State Univ, Kent, OH 44242 USA
[3] Penn State Univ, University Pk, PA 16802 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/ICDE.2019.00158
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Nowadays, the locations and contexts of users are easily accessed by mobile advertising brokers, and the brokers can send customers related location -based advertisement. In this paper, we consider a location -based advertising problem, namely maximum utility advertisement assignment (MUAA) problem, with the estimation of the interests of customers and the contexts of the vendors, we want to maximize the overall utility of ads by determining the ads sent to each customer subject to the constraints of the capacities of customers, the distance ranges and the budgets of vendors. We prove that the MUAA problem is NP -hard and intractable. Thus, we propose one offfine approach, namely the reconciliation approach, which has an approximation ratio of (1) " 61, where 61 = minr4 ' n2 n '4... "="'") and is the larger value between the number of valid vendors and the capacity a1 of customer u,. Experiments on real data sets confirm the efficiency and effectiveness of our proposed approach.
引用
收藏
页码:1626 / 1629
页数:4
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