Non- mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics. Dr. Kuhn is a Director of Non-Clinical Statistics at Pfizer Global R&D in Groton Connecticut. He has been applying predictive models in the pharmaceutical and diagnostic industries for over 15 years and is the author of a number of R packages. Dr. Johnson has more than a decade of statistical consulting and predictive modeling experience in pharmaceutical research and development. He is a co-founder of Arbor Analytics, a firm specializing in predictive modeling and is a former Director of Statistics at Pfizer Global R&D. His scholarly work centers on the application and development of statistical methodology and learning algorithms. Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. Addressing practical concerns extends beyond model fitting to topics such as handling class imbalance, selecting predictors, and pinpointing causes of poor model performance-all of which are problems that occur frequently in practice. The text illustrates all parts of the modeling process through many hands-on, real-life examples. And every chapter contains extensive R code f

    It is based on the idea that everyone acts competitively and in his own best interest. With the help of mathematical models, it is possible to anticipate the actions of others in nearly all life's enterprises. This book includes down-to-earth examples and solutions, as well as charts and illustrations designed to help teach the concept. In The Complete Idiot's Guide® to Game Theory, Dr. Edward C. Rosenthal makes it easy to understand game theory with insights into:? The history of the disciple made popular by John Nash, the mathematician dramatized in the film A Beautiful Mind? The role of social behavior and psychology in this amazing discipline? How important game theory has become in our society and why

    The rise of the Internet and the wide availability of inexpensive computers have made it possible to gather and analyze network data on a large scale, and the development of a variety of new theoretical tools has allowed us to extract new knowledge from many different kinds of networks.The study of networks is broadly interdisciplinary and important developments have occurred in many fields, including mathematics, physics, computer and information sciences, biology, and the social sciences. This book brings together for the first time the most important breakthroughs in each of these fields and presents them in a coherent fashion, highlighting the strong interconnections between work in different areas.Subjects covered include the measurement and structure of networks in many branches of science, methods for analyzing network data, including methods developed in physics, statistics, and sociology, the fundamentals of graph theory, computer algorithms, and spectral methods, mathematical models of networks, including random graph models and generative models, and theories of dynamical processes taking place on networks.

    Disorders are summarized to be useful for students and professionals as a handy reference to support the study of the DSM-5 manual or its use in practice. Topics summarized include: Neurodevelopmental Disorders Schizophrenia Spectrum and Other Psychotic Disorders Bipolar and Related Disorders Depressive Disorders Obsessive Compulsive and Related Disorders Anxiety Disorders Trauma and Stressor Related Disorders Dissociative Disorders Somatic Symptom and Related Disorders Feeding and Eating Disorders Elimination Disorders Sleep-Wake Disorders Sexual Dysfunctions Disruptive, Impulse-Control, and Conduct Disorders Neurocognitive Disorders Personality Disorders Paraphilic Disorders Other Mental Disorders Other Conditions That May be a Focus of Clinical Attention

    A comprehensive introduction to the subject, this book shows in detail how such problems can be solved numerically with great efficiency. The focus is on recognizing convex optimization problems and then finding the most appropriate technique for solving them. The text contains many worked examples and homework exercises and will appeal to students, researchers and practitioners in fields such as engineering, computer science, mathematics, statistics, finance, and economics.

    In a literal sense also, emotions are a chemical cocktail that course through our bodies. But while we have no problems with pleasant emotions, unpleasant emotions are the source of much angst in our lives. In Emotion: The Juice of Life, Sadhguru looks at the gamut of human emotions and how to turn them into stepping stones rather than stumbling blocks.Sadhguru is a yogi and profound mystic of our times. An absolute clarity of perception places him in a unique space in not only matters spiritual but in business, environmental and international affairs, and opens a new door on all that he touches.

    It is suitable for a one or two semester university course on AI, as well as for researchers in the field.

     They are also used in countless industries such as medicine, manufacturing and finance to help companies make better decisions and reduce risk. Whether coded or scratched out by hand, both algorithms are powerful tools that can make a significant impact. This book is a visual introduction for beginners that unpacks the fundamentals of decision trees and random forests. If you want to dig into the basics with a visual twist plus create your own machine learning algorithms in Python, this book is for you.

    We're all looking for new ways of thinking that can bring about real solutions to modern problems, from the pursuit of inner serenity to solving world conflicts. In Do You QuantumThink? author Dianne Collins shares her ingenious discovery that reveals a critical missing link to make sense of our changing times. Her discovery provides us with the understanding and methodology to rise above problems of today by laying the foundation for an entirely new way to think.Part science, part philosophy, part spirituality, Do You QuantumThink? draws on a wide spectrum of sources, from cutting edge innovations in the sciences to the insights of the world's greatest spiritual leaders. This book will make you laugh, free you from limiting ideas, and introduce you to the most advanced principles and practical methods for living. Do You QuantumThink? will rock your world in the best of ways as you experience one revelation after another.

    Mirroring his theory, Minsky boldly casts The Society of Mind as an intellectual puzzle whose pieces are assembled along the way. Each chapter -- on a self-contained page -- corresponds to a piece in the puzzle. As the pages turn, a unified theory of the mind emerges, like a mosaic. Ingenious, amusing, and easy to read, The Society of Mind is an adventure in imagination.

    In this newest translation of The Art of War readers will benefit from the interpretations from other translators and strategist, as well as the 50 strategic rules, including: -- How to look for strategic turns to meet the competition-- How to attain strategic superiority and crush the competition-- How to plan surprise and stay ahead of the game-- And more timeless wisdom that will allow you to compete and win in the dynamic business environment!Business managers around the world have tapped into this ancient wisdom; it is time to master The Art of War for Manager for the existence and growth of your business!

     You don’t want to come to your final moments regretting your un-lived dreams. You’ve got paintings inside you waiting to be expressed. You know that, while you could keep repeating what’s worked before in your art, this is a kind of soul death. You want to experiment, take risks and explore a deeper self expression. You want to wrestle down your self doubts and inner criticism and finally create the paintings of your dreams- paintings that wow and astonish you. You want to express YOU in your art. You don't want to play it safe anymore. The worst thing you could do as an artist is to not experiment. Art is about exploring wonder and the unknown, the terra incognita of the soul.Painting is a mirror. It brings up everything, especially fear and yearning. Are you an artist tired of feeling blocked from expressing onto the canvas the art that lives deep within you? Slay self doubt and say YES to your artist's journey. Overcome your fears to live your deepest life. Explore, experiment and create the art of your dreams on your inner journey of creation and self expression. Paint with confidence and finally express YOU in your art.The Artist's Journey written by artist, author and Stanford trained existential psychiatrist Nancy Hillis, M.D. is an inspirational exhortation with psychological and philosophical underpinnings, to move you closer and closer to your deepest self expression in your art and life. If you want a comprehensive, clearly explained, psychologically sophisticated map and self-help guidebook for your creative self-expression, start here with The Artist's Journey.  Start your journey of self expression today. Scroll up and click BUY NOW.

    From the classroom to the courtroom and from financial markets to supermarkets, Mlodinow's intriguing and illuminating look at how randomness, chance, and probability affect our daily lives will intrigue, awe, and inspire.

    Beginning with the background and very nature of probability theory, the book then proceeds through sample spaces, combinatorial analysis, fluctuations in coin tossing and random walks, the combination of events, types of distributions, Markov chains, stochastic processes, and more. The book's comprehensive approach provides a complete view of theory along with enlightening examples along the way.

    This book offers an excellent foundation in ethical decision-making for current and future business managers and IT professionals.