TY - GEN
T1 - Interactive analytics system for exploring outliers
AU - Wei, Mingrui
AU - Cao, Lei
AU - Cormier, Chris
AU - Zheng, Hui
AU - Rundensteiner, Elke A.
N1 - Publisher Copyright:
© 2017 Association for Computing Machinery.
PY - 2017/11/6
Y1 - 2017/11/6
N2 - ONION is the first system with rich interactive support for efficiently analyzing outliers. ONION features an innovative exploration model that offers an "outlier-centric panorama" into big datasets. The ONION system is composed of an offline preprocessing phase followed by an online exploration phase that supports rich classes of novel exploration operations. As our demonstration illustrates, this enables analysts to interactively explore outliers at near real-time speed even over large datasets. We demonstrate ONION's capabilities with urban planning applications use cases on the Open Street Maps dataset.
AB - ONION is the first system with rich interactive support for efficiently analyzing outliers. ONION features an innovative exploration model that offers an "outlier-centric panorama" into big datasets. The ONION system is composed of an offline preprocessing phase followed by an online exploration phase that supports rich classes of novel exploration operations. As our demonstration illustrates, this enables analysts to interactively explore outliers at near real-time speed even over large datasets. We demonstrate ONION's capabilities with urban planning applications use cases on the Open Street Maps dataset.
UR - https://www.scopus.com/pages/publications/85037373748
UR - https://www.scopus.com/pages/publications/85037373748#tab=citedBy
U2 - 10.1145/3132847.3133189
DO - 10.1145/3132847.3133189
M3 - Conference contribution
AN - SCOPUS:85037373748
T3 - International Conference on Information and Knowledge Management, Proceedings
SP - 2547
EP - 2550
BT - CIKM 2017 - Proceedings of the 2017 ACM Conference on Information and Knowledge Management
PB - Association for Computing Machinery
T2 - 26th ACM International Conference on Information and Knowledge Management, CIKM 2017
Y2 - 6 November 2017 through 10 November 2017
ER -