Just Enough R! An Interactive Approach to Machine Learning and Analytics presents just enough of the R language, machine learning algorithms, statistical methodology, and analytics for the reader to learn how to find interesting structure in data. The approach might be called "seeing then doing" as it first gives step-by-step explanations using simple, understandable examples of how the various machine learning algorithms work independent of any programming language. This is followed by detailed scripts written in R that apply the algorithms to solve nontrivial problems with real data. The script code is provided, allowing the reader to execute the scripts as they study the explanations given in the text. Features Gets you quickly using R as a problem-solving tool Uses RStudio’s integrated development environment Shows how to interface R with SQLite Includes examples using R’s Rattle graphical user interface Requires no prior knowledge of R, machine learning, or computer programming Offers over 50 scripts written in R, including several problem-solving templates that, with slight modification, can be used again and again Covers the most popular machine learning techniques, including ensemble-based methods and logistic regression Includes end-of-chapter exercises, many of which can be solved by modifying existing scripts Includes datasets from several areas, including business, health and medicine, and science About the Author Richard J. Roiger is a professor emeritus at Minnesota State University, Mankato, where he taught and performed research in the Computer and Information Science Department for over 30 years.

Launched on Oxford Medicine Online in 2012, with the full-text of eight Mayo Clinic Scientific Press (MCSP) print titles and a bank of multiple-choice questions, Mayo Clinic Toolkit provides a single location for resident, fellow, and practicing clinicians to undertake the self-testing necessary to prepare for, and pass, the Boards. Just Enough Physiology takes the user on a guided tour of cardiopulmonary physiology. They will discover how the heart, lungs, and circulation work in extreme environments so that they are better equipped to understand how they function-or malfunction-at the bedside, in the operating room, or in the intensive care unit. Just Enough Physiology will prepare all students and physicians-in-training for Board Exams while also teaching them how to think like a physiologist. Highlights of The Mayo Clinic Toolkit include: - Each title is presented in an enhanced format, allowing the enlargement and download of all figures and images, and linking to external sources referenced in the text. - The multiple-choice questions are designed to mirror those in the Board exam for realistic preparation; they also link back to the relevant title, and allow the user to measure their development through the recording of practice-exam success. - It can be accessed on a range of internet enabled devices, giving residents, fellows, and practicing clinicians the choice to study in locations which suit them - Subscription lengths range from 1-month to a full year. Combining two complimentary resource types into a single location, with enhancements to the print works, the flexibility to choose where and when to study, and the ability to monitor revision progress, Mayo Clinic Toolkit is truly the go-to site for Board preparation.

A systematic clarification and defence of Sufficientarianism 'having enough' as a demand of justiceLiam Shields systematically clarifies and defends the political philosophy of Sufficientarianism, which insists that securing enough of some things, such as food, healthcare and education, is a crucial demand of justice. By engaging in practical debates about critical issues such as child-rearing and global justice, the author sheds light on the potential implications of suffientarianism on the social policies that affect our daily lives. Key FeaturesThe first book-length treatment of sufficiency as a demand of justiceCritically discusses the relative merits of sufficiency compared to equality or priority Makes a new contribution to debates in political theory about autonomy and upbringing from a sufficientarian perspective

Judaic logic: A Formal Analysis of Biblical, Talmudic and Rabbinic Logic is an original inquiry into the forms of thought determining Jewish law and belief, from the impartial perspective of a logician. Judaic Logic attempts to honestly estimate the extent to which the logic employed within Judaism fits into the general norms, and whether it has any contributions to make to them.

This volume provides a unique collection of contributions addressing both the ‘too much’ and ‘too little’ sides of the nitrogen story. Building on analyses started at the 6th International Nitrogen Conference, Kampala, the book explores the idea of ‘just enough nitrogen’: sufficient for sustainable food production, but not so much as to lead to unsustainable pollution and climate problems. The range of nitrogen threats examined, solutions evaluated and science-policy analyses presented here has provided the foundation to agree the ‘Kampala Statement-for-Action on Nitrogen in Africa and Globally,’ as reported in this volume. Humanity today faces unprecedented challenges: How to feed a growing population? How to reduce air pollution, water pollution and climate change? How to handle regional differences in an era of increasing globalization? These questions are at the heart of this edited volume which examines the multi-dimensional nature of the global nitrogen challenge. While humans have massively altered the nitrogen cycle, the consequences have become polarized. Some regions have too much nitrogen, associated with pollution and wasteful use of a valuable resource, while other regions have too little nitrogen, leading to constraints on food production and depletion of soil nutrient stocks. The volume provides a unique collection of contributions addressing both the ‘too much’ and ‘too little’ sides of the nitrogen story. Building on analyses started at the 6th International Nitrogen Conference, Kampala, the book explores the idea of ‘just enough nitrogen’: sufficient for sustainable food production, but not so much as to lead to unsustainable pollution and climate problems. The range of nitrogen threats examined, solutions evaluated and science-policy analyses presented here has provided the foundation to agree the ‘Kampala Statement-for-Action on Nitrogen in Africa and Globally,’ as reported in this volume. Together, the contributions in this book are now informing actions by the International Nitrogen Initiative (INI) in working with the United Nations Environment Programme and others to establish the International Nitrogen Management System (INMS). A key outcome has been to catalyse development of the first Resolution on Sustainable Nitrogen Management, as adopted by the fourth UN Environment Assembly (UNEA/EA.4/Res.14). The work is written for researchers and policy makers and all those interested in seeing how sustainable nitrogen management can contribute to meeting many of the UN Sustainable Development Goals.

Includes an Indonesian-English glossary (over 1,000 words) and translations of the conversations to English. To order accompanying audiocassette tapes for this book, contact the Language Resource Center at Cornell University (http://lrc.cornell.edu).

A FORTIORI LOGIC: INNOVATIONS, HISTORY AND ASSESSMENTS, by Avi Sion, is a wide-ranging and in-depth study of a fortiori reasoning, comprising a great many new theoretical insights into such argument, a history of its use and discussion from antiquity to the present day, and critical analyses of the main attempts at its elucidation. Its purpose is nothing less than to lay the foundations for a new branch of logic, and greatly develop it; and thus to once and for all dispel the many fallacious ideas circulating regarding the nature of a fortiori reasoning.

A psychologist and leadership expert explains how to harness the right level of anxiety Most of us see anxiety as a bad thing, so at the first sign of it we try to fight back or run away. But according to Robert Rosen, this outdated view ignores one of the most powerful forces in business: Anxiety helps us concentrate, learn, relate to people, think more creatively, and deliver better results. Of course, too much anxiety causes fear, chaos, and loss of morale. But too little leads to stagnation and a false sense of security. It’s like a rubber band: If you pull it too hard, it breaks. If you don’t pull it hard enough, you fail to maximize its potential. Finding the happy medium between panic and passivity is the secret to success. Drawing on twenty years of research with CEOs, Rosen explains how great leaders succeed by living and leading with just enough anxiety. He shows how the ability to manage anxiety brings out their own best performance, enables them to build great teams, and inspires and challenges their organizations. Only when we allow ourselves to feel our insecurity, discomfort, confusion, and pain can we reach our potential, both as individuals and teams. Just Enough Anxiety offers practical guidance to all kinds of organizations, blending cutting-edge psychology with real-world stories of success.