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From Sensor Networks to Customer Clicks: How Online Learning Makes Sense of Real-Time Data

From Sensor Networks to Customer Clicks: How Online Learning Makes Sense of Real-Time Data

von Sartre
Softcover - 9783384267887
28,00 €
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Beschreibung

Data streams are defined as large sequences of data, gathered from sources such as sensor networks and customer click streams, that are possibly infinite and temporarily ordered [7, 22]. Instances in data streams arrive fast, either in batches of data, or instance-by-instance; each instance needs to be processed in a timely manner. Due to these characteristics, such as large amount of data and time constraints, tra-ditional static machine learning algorithms are unsuitable for direct use [7]. That is, techniques learning from data streams need to maintain their performance throughout the stream while limiting memory and processing time.

Details

Verlag tredition
Ersterscheinung 21. Juni 2024
Maße 23.4 cm x 15.5 cm
Gewicht 168 Gramm
Format Softcover
ISBN-13 9783384267887
Seiten 92