TY - GEN
T1 - Towards user-aware rule discovery
AU - Meduri, Venkata Vamsikrishna
AU - Papotti, Paolo
N1 - Publisher Copyright:
© 2017, Springer International Publishing AG.
Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2017
Y1 - 2017
N2 - Rule discovery is a challenging but inevitable process in several data centric applications. The main challenges arise from the huge search space that needs to be explored, and from the noise in the data, which makes the mining results hardly useful. While existing state-of-the-art systems pose the users at the beginning and the end of the mining process, we argue that this paradigm must be revised and new rule mining algorithms should be developed to let the domain experts interact during the discovery process. We discuss how new systems that embrace this approach overcome current limitations and ultimately result in shorter time and smaller user effort for rule discovery.
AB - Rule discovery is a challenging but inevitable process in several data centric applications. The main challenges arise from the huge search space that needs to be explored, and from the noise in the data, which makes the mining results hardly useful. While existing state-of-the-art systems pose the users at the beginning and the end of the mining process, we argue that this paradigm must be revised and new rule mining algorithms should be developed to let the domain experts interact during the discovery process. We discuss how new systems that embrace this approach overcome current limitations and ultimately result in shorter time and smaller user effort for rule discovery.
UR - http://www.scopus.com/inward/record.url?scp=85031431735&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85031431735&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-68282-2_1
DO - 10.1007/978-3-319-68282-2_1
M3 - Conference contribution
AN - SCOPUS:85031431735
SN - 9783319682815
T3 - Communications in Computer and Information Science
SP - 3
EP - 17
BT - Information Search, Integration, and Personlization - 11th International Workshop, ISIP 2016, Revised Selected Papers
A2 - Laurent, Dominique
A2 - Spyratos, Nicolas
A2 - Petit, Jean-Marc
A2 - Kotzinos, Dimitris
A2 - Tanaka, Yuzuru
PB - Springer Verlag
T2 - 11th International Workshop on Information Search, Integration, and Personlization, ISIP 2016
Y2 - 1 November 2016 through 4 November 2016
ER -