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

Data streams are dened as large sequences of data, gathered from sources such as sensor networks and customer click streams, that are possibly innite 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.

Unlock the power of real-time data! "From Sensor Networks to Customer Clicks" bridges the gap, showing how online learning translates sensor data into insights that drive customer actions. Make smarter business decisions, today

Autorentext
In a world dominated by sight and sound, Dr. Professor Sartre takes us on a captivating olfactory adventure in his book, "The World Through Your Nose: Unveiling the Secrets of Smell." This fascinating exploration delves into the often-overlooked sense of smell, revealing its surprising power and intricate workings. Dr. Sartre, a renowned expert in sensory perception, sheds light on the science behind olfaction, the biological process of smell. He dismantles the myth of a simple "sniff" and unveils the complex interplay between odor molecules, the olfactory system, and the brain. "The World Through Your Nose" explores how our sense of smell shapes our perception of the world around us. Dr. Sartre delves into the connection between smell and memory, emotion, and even human behavior. He explains the role of pheromones in communication and the science behind the fragrance and flavor industry. The book doesn't just inform; it opens doors to new possibilities. Dr. Sartre explores the potential applications of olfactory science in various fields, from treating smell disorders to enhancing our understanding of human health. He even touches on the concept of olfactory training, hinting at the potential to improve our sense of smell. "The World Through Your Nose" is a captivating read for anyone curious about the hidden world we perceive through smell. Dr. Sartre's work is a sensory awakening, inviting us to appreciate the profound and often-underestimated role of smell in shaping our experiences.

Klappentext

Data streams are de ned as large sequences of data, gathered from sources such as sensor networks and customer click streams, that are possibly in nite 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.