| Mining Data Streams (2007) | |||||||||||||||
Abstract | |||||||||||||||
| this paper, we address the challenges to mine data streams as well as discuss some limitations of current research. To takle these problems, our research focuses on Designing computation and memory efficient algorithms to provide approximate results in high accuracy and confidence and developing system support help mine useful information from data streams. Some specific research problems are identified. Meanwhile, the new techniques and algorithms we have developed for decision tree construction and frequent itemset mining on streaming data are presented, and some preliminary ideas of our on-going work are discussed. Currently, we continue working on some of these problems | |||||||||||||||
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