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» On string classification in data streams
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191
Voted
KDD
2007
ACM
152views Data Mining» more  KDD 2007»
16 years 6 months ago
A framework for classification and segmentation of massive audio data streams
In recent years, the proliferation of VOIP data has created a number of applications in which it is desirable to perform quick online classification and recognition of massive voi...
Charu C. Aggarwal
156
Voted
ICTAI
2008
IEEE
16 years 23 days ago
Real-Time Classification of Streaming Sensor Data
The last decade has seen a huge interest in classification of time series. Most of this work assumes that the data resides in main memory and is processed offline. However, recent...
Shashwati Kasetty, Candice Stafford, Gregory P. Wa...
129
Voted
KDD
2001
ACM
152views Data Mining» more  KDD 2001»
16 years 6 months ago
A streaming ensemble algorithm (SEA) for large-scale classification
W. Nick Street, YongSeog Kim
159
Voted
CIDM
2007
IEEE
16 years 21 days ago
A Prototype-driven Framework for Change Detection in Data Stream Classification
This paper presents a prototype-driven framework for classifying evolving data streams. Our framework uses cluster prototypes to summarize the data and to determine whether the cur...
Hamed Valizadegan, Pang-Ning Tan
90
Voted
EDBT
2009
ACM
92views Database» more  EDBT 2009»
15 years 11 months ago
Indexing density models for incremental learning and anytime classification on data streams
Thomas Seidl, Ira Assent, Philipp Kranen, Ralph Kr...