Data scientists spend more than two-thirds of their time cleaning, preparing, exploring, and visualizing data before it is ready for modeling and mining. This textbook covers the important steps of data preparation and exploration that anyone who deals with data should know. The data preparation and exploration methods we include are spreadsheet and statistics package approaches, as well as the programming languages R and Python. The reader is introduced to the free stat packages Jamovi an...

Health Informatics: Practical Guide focuses on the application of information technology in healthcare to improve individual and population health, education and research. The goal of the seventh edition is to stimulate and educate healthcare and IT professionals and students about the key topics in this rapidly changing field. Dr. William Hersh from Oregon Health & Science University is the co-editor and author of multiple chapters. Topics include Health Informatics (HI) overview, electro...

No-Code Data Science is a revolutionary book that democratizes the application of predictive analytics for organizations of all sizes. This first-of-its-kind textbook book is designed to empower readers with the ability to leverage advanced analytics, machine learning, and AI without using a programming language, such as Python or R. It’s a comprehensive guide to no-code data science (NCDS) that applies free, no-code, and open-source software with Orange visual programming software, JASP, ...

The definition and understanding of "terrorism" is in a state of unprecedented evolution. No longer are acts of terrorism rare and far-flung. Following the horrendous attacks on the World Trade Center and the Pentagon, U.S. citizens have had their eyes opened to a new world where this nightmare stalks the daily news and is never far from consciousness.Attacking Terrorism brings together some of the world's finest experts, people who have made the study of this rising menace their l...

In the tranquil haven of his library, Robert Southey, the renowned poet and historian, pens his innermost thoughts and reflections. "Stanzas Written in His Library" is a poignant and introspective collection of verse that explores the themes of time, mortality, and the enduring power of literature. Through Southey's evocative language and profound insights, readers are invited to embark on a journey of self-discovery and contemplation, where the written word becomes a sanctuary and a sourc...

Frustrated that change efforts you're leading take too long, are too difficult, or are too often ineffective? Discover eight powerful ways to make any change work faster, easier, and better-whether done by C-suite leaders or frontline workers.In a recent Fast Company article, nine CEOs said the biggest challenges their companies face are all related to change. Change is a constant need and a constant challenge for every organization-large or small, for-profit, nonprofit, or governm...

“This is at the top of my list for best books on terrorism.”–Jessica Stern, author of Terror in the Name of God: Why Religious Militants KillHow can the most powerful country in the world feel so threatened by an enemy infinitely weaker than we are? How can loving parents and otherwise responsible citizens join terrorist movements? How can anyone possibly believe that the cause of Islam can be advanced by murdering passengers on a bus or an airplane? In this important new ...

Getting numbers is easy; getting numbers you can trust is hard. This practical guide by experimentation leaders at Google, LinkedIn, and Microsoft will teach you how to accelerate innovation using trustworthy online controlled experiments, or A/B tests. Based on practical experiences at companies that each run more than 20,000 controlled experiments a year, the authors share examples, pitfalls, and advice for students and industry professionals getting started with experiments, plus deeper...

Health informatics (also known as biomedical and health informatics or just plain informatics) is the field concerned with the optimal use of data and information, usually aided by technology, to improve individual health, healthcare, public health, and biomedical research. The goal of this book is to provide a comprehensive introduction to the major areas of the field, both for those who are just beginning their studies or are already working in the field. This 8th edition reflects the cu...

“A landmark study."—Robin Wright, The New YorkerWhy every terrorist movement comes to an end—and how this history can help us combat today's terrorist threatsAmid the fear following 9/11 and more recent terror attacks, it is easy to forget the most important fact about terrorist campaigns: they always come to an end—and often far more quickly than expected. Contrary to what many assume, when it comes to dealing with terrorism it ma...

Written as a tutorial to explore and understand the power of R for machine learning. This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning approach, each step in the process is detailed, from preparing the data for analysis to evaluating the results. These steps will build the knowledge you need to apply them to your own data science tasks.Intended for those who want to learn how to use R's machine learning capabilities and gain...

This open access book explores ways to leverage information technology and machine learning to combat disease and promote health, especially in resource-constrained settings. It focuses on digital disease surveillance through the application of machine learning to non-traditional data sources. Developing countries are uniquely prone to large-scale emerging infectious disease outbreaks due to disruption of ecosystems, civil unrest, and poor healthcare infrastructure – and without comprehens...