TY - GEN
T1 - DEMO
T2 - 11th ACM International Conference on Distributed Event-Based Systems, DEBS 2017
AU - Gal, Avigdor
AU - Rivetti, Nicolo
AU - Senderovich, Arik
AU - Gunopulos, Dimitrios
AU - Katakis, Ioannis
AU - Panagiotou, Nikolaos
AU - Kalogeraki, Vana
N1 - Publisher Copyright:
© 2017 ACM.
PY - 2017/6/8
Y1 - 2017/6/8
N2 - Applications targeting Smart Cities tackle common challenges, however solutions are seldom portable from one city to another due to the heterogeneity of city ecosystems. A major obstacle involves the differences in the levels of available information. In this demonstration we present REMI, a reusable elements framework to handle varying degrees of information availability by design from two complementary angles, namely graceful degradation (GRADE) and data enrichment (DARE). In a nutshell, we develop reusable machine learning black boxes for mining and aggregating streaming data, either to infer missing data from available data, or to adapt expected accuracy based on data availability. We illustrate the proposed approach using tram data from the city of Warsaw.
AB - Applications targeting Smart Cities tackle common challenges, however solutions are seldom portable from one city to another due to the heterogeneity of city ecosystems. A major obstacle involves the differences in the levels of available information. In this demonstration we present REMI, a reusable elements framework to handle varying degrees of information availability by design from two complementary angles, namely graceful degradation (GRADE) and data enrichment (DARE). In a nutshell, we develop reusable machine learning black boxes for mining and aggregating streaming data, either to infer missing data from available data, or to adapt expected accuracy based on data availability. We illustrate the proposed approach using tram data from the city of Warsaw.
KW - Data enrichment
KW - Graceful degradation
KW - Information availability
UR - http://www.scopus.com/inward/record.url?scp=85023203051&partnerID=8YFLogxK
U2 - 10.1145/3093742.3095091
DO - 10.1145/3093742.3095091
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AN - SCOPUS:85023203051
T3 - DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems
SP - 323
EP - 326
BT - DEBS 2017 - Proceedings of the 11th ACM International Conference on Distributed Event-Based Systems
Y2 - 19 June 2017 through 23 June 2017
ER -
