Publication Type
Conference Proceeding Article
Version
publishedVersion
Publication Date
4-2014
Abstract
Tracking user browsing data and measuring the effectiveness of website design and web services are important to businesses that want to attract the consumers today who spend much more time online than before. Instead of using randomized controlled experiments, the existing approach simply tracks user browsing behaviors before and after a change is made to website design or web services, and evaluate the differences. To address the effects caused by hidden factors (e.g. promotion activities on the website) and to give fair comparison of different website designs, we propose the LASER system, a unified experimentation platform that enables randomized online controlled experiments to be easily conducted with minimal human effort and modifications to the experimented websites. More importantly, the LASER system manages the various aspects of online controlled experiments, namely the selection of participants into groups, exposure of different user interface features or recommendation algorithms to these groups, measuring their responses, and summarizing the results in the visual manner.
Keywords
Online Controlled Experiments, A/B Testing, User Selection, Recommendations, User Interface
Discipline
Computer Sciences | Databases and Information Systems
Research Areas
Data Science and Engineering
Publication
WWW '14: Proceedings of the 23rd International Conference on World Wide Web: April 7-11, 2014, Seoul, Korea
First Page
71
Last Page
74
ISBN
9781450327459
Identifier
10.1145/2567948.2577008
Publisher
ACM
City or Country
New York
Citation
LIM, Kwan-Hui; LIM, Ee Peng; PALAKORN, Achananuparp; VU, Adrian; KWEE, Agus Trisnajaya; and ZHU, Feida.
LASER: A living analytics experimentation system for large-scale online controlled experiments. (2014). WWW '14: Proceedings of the 23rd International Conference on World Wide Web: April 7-11, 2014, Seoul, Korea. 71-74.
Available at: https://ink.library.smu.edu.sg/sis_research/2620
Copyright Owner and License
Publisher
Creative Commons License
This work is licensed under a Creative Commons Attribution-NonCommercial-No Derivative Works 4.0 International License.
Additional URL
https://doi.org/10.1145/2567948.2577008