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KDD
2006
ACM
155views Data Mining» more  KDD 2006»
16 years 7 months ago
Single-pass online learning: performance, voting schemes and online feature selection
To learn concepts over massive data streams, it is essential to design inference and learning methods that operate in real time with limited memory. Online learning methods such a...
Vitor R. Carvalho, William W. Cohen
ICDE
2009
IEEE
171views Database» more  ICDE 2009»
16 years 1 months ago
CoTS: A Scalable Framework for Parallelizing Frequency Counting over Data Streams
Applications involving analysis of data streams have gained significant popularity and importance. Frequency counting, frequent elements and top-k queries form a class of operato...
Sudipto Das, Shyam Antony, Divyakant Agrawal, Amr ...
CIKM
2008
Springer
15 years 8 months ago
SNIF TOOL: sniffing for patterns in continuous streams
Continuous time-series sequence matching, specifically, matching a numeric live stream against a set of predefined pattern sequences, is critical for domains ranging from fire spr...
Abhishek Mukherji, Elke A. Rundensteiner, David C....
ICMCS
2006
IEEE
125views Multimedia» more  ICMCS 2006»
16 years 21 days ago
COSMOS: Peer-to-Peer Collaborative Streaming Among Mobiles
In traditional mobile streaming networks such as 3G cellular networks, all users pull streams from a server. Such pull model leads to high streaming cost and problem in system sca...
Man-Fung Leung, Shueng-Han Gary Chan, Oscar C. Au
VLDB
2004
ACM
99views Database» more  VLDB 2004»
16 years 9 hour ago
Query Languages and Data Models for Database Sequences and Data Streams
We study the fundamental limitations of relational algebra (RA) and SQL in supporting sequence and stream queries, and present effective query language and data model enrichments ...
Yan-Nei Law, Haixun Wang, Carlo Zaniolo