DocumentCode :
3268974
Title :
Web Ad-Slot Offline Scheduling Using an Ant Colony Algorithm
Author :
Palade, Vasile ; Banerjee, Soumya
Author_Institution :
Dept. of Comput. Sci., Univ. of Oxford, Oxford, UK
Volume :
2
fYear :
2011
fDate :
18-21 Dec. 2011
Firstpage :
263
Lastpage :
268
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.
Keywords :
Web sites; advertising data processing; ant colony optimisation; Web ad-slot offline scheduling; Web page; ad-slots; ant colony based algorithm; bidder; budget constraint; online advertisement slots; scheduling constraint; Ant colony optimization; Bismuth; Optimization; Resource management; Scheduling; Search engines; Web pages; Ant Colony Optimization; Web Ad-Slot Scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Applications and Workshops (ICMLA), 2011 10th International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4577-2134-2
Type :
conf
DOI :
10.1109/ICMLA.2011.158
Filename :
6147685
Link To Document :
بازگشت