{"product_id":"from-sensor-networks-to-customer-clicks-how-online-learning-makes-sense-of-real-time-data-9783384267887","title":"From Sensor Networks to Customer Clicks: How Online Learning Makes Sense of Real-Time Data","description":"\u003cp\u003e • Author(s): Sartre\u003cbr\u003e • Publisher: Tredition Gmbh\u003cbr\u003e • Publisher Imprint: Tredition Gmbh\u003cbr\u003e • BISAC: General\u003c\/p\u003e\u003cp\u003eData 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.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46442858119319,"sku":"9783384267887","price":1868.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9783384267887.webp?v=1769124368","url":"https:\/\/atlanticbooks.com\/products\/from-sensor-networks-to-customer-clicks-how-online-learning-makes-sense-of-real-time-data-9783384267887","provider":"Atlantic Books","version":"1.0","type":"link"}