Unlocking the Power of Streaming Data: Online Learning for Diverse Applications - James
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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…mehr

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Produktbeschreibung
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. Moreover, evolving or non-stationary data streams are susceptible to changes in the distribution of data, also known as concept drifts.
Autorenporträt
While a feminist approach is often championed by women, Dr. James' work on "Intersections of Care: A Feminist Approach to Public Health Nursing with Refugee Women" brings a valuable perspective from a male scholar. Dr. James, a dedicated public health nurse and researcher, tackles a critical public health issue in this book. He sheds light on the unique challenges faced by refugee women when it comes to accessing and receiving quality healthcare. "Intersections of Care" utilizes a feminist lens to analyze these challenges. Dr. James explores how social determinants of health, including gender, race, and immigration status, intersect to create vulnerabilities for these women. He emphasizes the importance of culturally competent care and dismantling structural oppressions that contribute to health disparities. The book is not just a critique; it's a solution-oriented guide. Dr. James outlines a framework for public health nurses to provide compassionate, feminist care to refugee women. This includes building collaborative partnerships, advocating for policy changes, and addressing issues like gender-based violence and mental health. "Intersections of Care" is a thought-provoking read for public health professionals, policymakers, and anyone passionate about ensuring equitable healthcare access for all, particularly vulnerable populations like refugee women. Dr. James' work paves the way for a more just and healthy future for these women and their communities.