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In many applications, data-stream sources are prone to dramatic spikes in volume, which necessitates load shedding for data-stream processing systems. In this research, we study the load-shedding problem for frequent-pattern discovery in transactional data streams. A load-controllable mining system with an ε-deficient mining algorithm and three dedicated load-shedding schemes is proposed. When the...
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