{"title":"Web Ad-Slot Offline Scheduling Using an Ant Colony Algorithm","authors":"V. Palade, S. Banerjee","doi":"10.1109/ICMLA.2011.158","DOIUrl":null,"url":null,"abstract":"Online advertisements (ads) placed at different positions on a web page get different number of 'hits' depending on the position and the time the ad occupies a particular position of advertisement on the web page. The management of online advertisement slots (ad-slots) on a web page is a dynamic problem and various derivative free optimization techniques could be employed for solving it. This paper presents an ant colony based algorithm for assigning bidders to click generating ad-slots. The objective is to maximize the profit obtained from clicks on ads, under some budget constraints for bidders and some scheduling constraints on the slots. A few instances of results for ads' allocation and bidding have been presented in the paper and demonstrate the approach.","PeriodicalId":439926,"journal":{"name":"2011 10th International Conference on Machine Learning and Applications and Workshops","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-12-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2011 10th International Conference on Machine Learning and Applications and Workshops","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLA.2011.158","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
Online advertisements (ads) placed at different positions on a web page get different number of 'hits' depending on the position and the time the ad occupies a particular position of advertisement on the web page. The management of online advertisement slots (ad-slots) on a web page is a dynamic problem and various derivative free optimization techniques could be employed for solving it. This paper presents an ant colony based algorithm for assigning bidders to click generating ad-slots. The objective is to maximize the profit obtained from clicks on ads, under some budget constraints for bidders and some scheduling constraints on the slots. A few instances of results for ads' allocation and bidding have been presented in the paper and demonstrate the approach.