Bøker utgitt av Springer Verlag, Singapore

This book offers a comprehensive first-level introduction to data analytics. The book covers multivariate analysis, AI / ML, and other computational techniques for solving data analytics problems using Python. The topics covered include (a) a working introduction to programming with Python for data analytics, (b) an overview of statistical techniques - probability and statistics,  hypothesis testing, correlation and regression, factor analysis, classification (logistic regression, linear discriminant analysis, decision tree, support vector machines, and other methods), various clustering techniques, and survival analysis, (c) introduction to general computational techniques such as market basket analysis, and social network analysis, and (d) machine learning and deep learning.  Many academic textbooks are available for teaching statistical applications using R, SAS, and SPSS. However, there is a dearth of textbooks that provide a comprehensive introduction to the emerging and powerful Python ecosystem, which is pervasive in data science and machine learning applications.   The book offers a judicious mix of theory and practice, reinforced by over 100 tutorials coded in the Python programming language. The book provides worked-out examples that conceptualize real-world problems using data curated from public domain datasets. It is designed to benefit any data science aspirant, who has a basic (higher secondary school level) understanding of programming and statistics. The book may be used by analytics students for courses on statistics, multivariate analysis, machine learning, deep learning, data mining, and business analytics. It can be also used as a reference book by data analytics professionals.

Recycling is the need of the hour and it is an inevitable destination at the end of the life of any product. Today, recycling can happen at postindustrial and post-consumer states and the importance of recycled products in the market has gained significant importance. Recycled products dominate the array of sustainable products in today's context. Even though there are commercial implications for recycling, one of the very important and obvious reasons to go for recycling and to have recycled products is to have the benefits on environmental sustainability. It is highly important to assess the environmental footprints of recycled products and further improve the environmental benefits of such recycled products. This book presents five interesting chapters pertaining to the environmental footprints of various recycled products.

This book deals with the contemporary subject of perception of risk and its influence on accidents and disasters. The contents examine the conventional viewpoints on human errors, incubation of errors, complexity and organisational deviance as a cause for accidents. Work of Mary Douglas with regard to risk, Charles Perrow's work on the normal accident theory and Diane Vaughan's theory on normalisation of deviance are examined from a fresh perspective in this book. It also discusses prominent accidents in aviation, space, nuclear energy, automotive and healthcare, using the pandemic and Boeing 737 Max as a backdrop to study accidents and disasters. It further explores the background and similarities to these events and addresses the core issues such as the state of regulation, the worldview of the sociologists, and proposes that mental models of complex systems, avarice and risk for gain as other possibilities for accidents. Using the concept of nudge in behavioural economics and the Elinor Ostrom¿s viewpoint on regulating for common good, it suggests a way forward through the High Reliability Organisation Theory (HRO) leading to enhanced risk perception. The book will be of interest to those who would like to understand the need to incorporate risk perception into regulation, engineers and scientists, professionals and policy makers working in the areas of disaster and risk management, technology areas like aviation, nuclear plants, space and healthcare, students of the sociology of risk and of course the general reader.

Analytics is changing the landscape of businesses across sectors globally. This has led to the stimulation of interest of scholars and practitioners worldwide in this domain. The emergence of 'big data', has fanned the usages of machine learning techniques and the acceptance of 'Analytics Enabled Decision Making'. This book provides a holistic theoretical perspective combined with the application of such theories by drawing on the experiences of industry professionals and academicians from around the world. The book discusses several paradigms including pattern mining, clustering, classification, and data analysis to name a few. The main objective of this book is to offer insight into the process of decision-making that is accelerated and made more precise with the help of analytics.

This book brings a much-needed re-examination of the concepts of social fairness and justice in light of the COVID-19 crisis. Through careful analysis of issues as diverse as the allocation of vaccines through the global system COVAX, women and gender, migrants and refugees, the environment, and social justice, the authors bring novel perspectives on openness, freedom, and well-being. This ambitious collection combines political, economic, historical, philosophical, and cultural analyses to examine whether it is possible to envision a "fair society" after the global COVID-19 pandemic.

This book deploys the concept of ¿audiovisual tourism promotion¿ to account for the promotional functions performed by a vast array of diverse media texts including tourism films, feature films, digital videos conceived for online circulation, video games and TV commercials. From this point of view, this volume fills a major gap in the literature by providing the first comprehensive critical overview of audiovisual tourism promotion as a distinct media field. In this book, the study of audiovisual tourism promotion is characterised by an interdisciplinary approach which combines film studies, media studies, human geography, sociology, tourism studies, history, postcolonial and gender studies. This book will appeal to a wide range of students and scholars from different disciplines.

This book focus on innovation, main objectives are to bring the community of researchers in the fields of mechanical design together;

It covers a wide range of topics and latest research in mechanical systems engineering, materials engineering, micro-machining, renewable energy, industrial and production engineering, and additive manufacturing.

This book comprises select peer-reviewed proceedings of the International Conference on Advances in Materials Research (ICAMR 2019). The contents cover latest research in materials and their applications relevant to composites, metals, alloys, polymers, energy and phase change.

This book presents articles from The 16th East Asian-Pacific Conference on Structural Engineering and Construction, 2019, held in Brisbane, Australia. It provides a forum for professional engineers, academics, researchers and contractors to present recent research and developments in structural engineering and construction.

The volume brings together contributions from researchers working on vibration related problems in a wide variety of engineering disciplines such as mechanical engineering, wind and earthquake engineering, nuclear engineering, aeronautics, robotics, and transport systems.

This two-volume manual covers the most relevant protocols in pediatric cardiac care to serve as a practical guide that matches and reflects the high level of accumulated knowledge and expertise in this clinical field. It includes 179 chapters and offers comprehensive, precise, and up-to-date practical tips with specific care protocols to provide the most efficient strategies for high-quality care in patients with congenital heart disease (CHD). This book simplifies learning with many tables, flowcharts, graphs, and algorithms for easy access and fast action. Volume I covers many key sections, such as prenatal morphogenesis and physiology of the human heart, fetal cardiology, neonates and congenital heart disease, cardiac imaging, pediatric cardiac catheterization, pediatric cardiac electrophysiology, critical events and emergency procedures in pediatric cardiac care, management of specific cardiac conditions, general pediatric and subspecialty issues related to children with CHD, follow-up standards in pediatric outpatient cardiology clinic, prophylaxis in children with CHD, quality aspects, professional conduct and training in pediatric cardiac care. This manual is a must-have resource for pediatricians, neonatologists, clinical pharmacy specialists, pediatric intensive care physicians, pediatric cardiologists, pediatric cardiac intensive care physicians, pediatric cardiac surgeons, and/or surgeons interested in pediatric cardiac surgery.

This book shares Chinese scholars¿ philosophical views on artificial intelligence. The discussions range from the foundations of AI¿the Turing test and creation of machine intelligence¿to recent applications of AI, including decisions in games, natural languages, pattern recognition, prediction in economic contexts, autonomous behaviors, and collaborative intelligence, with the examples of AlphaGo, Microsoft¿s Xiao Bing, medical robots, etc. The book¿s closing chapter focuses on Chinese machines and explores questions on the cultural background of artificial intelligence. Given its scope, the book offers a valuable resource for all members of the general public who are interested in the future development of artificial intelligence, especially from the perspective of respected Chinese scholars.