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Artificial neural networks are nonlinear mapping systems whose structure is loosely based on principles observed in the nervous systems of humans and animals. The basic idea is that massive systems of simple units linked together in appropriate ways can generate many complex and interesting behaviors. This book focuses on the subset of feedforward artificial neural networks called multilayer perceptrons (MLP). These are the mostly widely used neural networks, with applications as diverse as finance (forecasting), manufacturing (process control), and science (speech and image recognition). This book presents an extensive and practical overview of almost every aspect of MLP methodology, progressing from an initial discussion of what MLPs are and how they might be used to an in-depth examination of technical factors affecting performance. The book can be used as a tool kit by readers interested in applying networks to specific problems, yet it also presents theory and references outlining the last ten years of MLP research.
Science has made great strides in modeling space, time, mass and energy. Yet little attention has been paid to the precise representation of the information ubiquitous in nature.Introduction to Evolutionary Informatics fuses results from complexity modeling and information theory that allow both meaning and design difficulty in nature to be measured in bits. Built on the foundation of a series of peer-reviewed papers published by the authors, the book is written at a level easily understandable to readers with knowledge of rudimentary high school math. Those seeking a quick first read or those not interested in mathematical detail can skip marked sections in the monograph and still experience the impact of this new and exciting model of nature's information.This book is written for enthusiasts in science, engineering and mathematics interested in understanding the essential role of information in closely examined evolution theory.
"The Harvest Handbook of Apologetics is a rich and unparalleled resource. The writers here are among the best in this discipline and will add to your thinking in enriching ways." —Ravi Zacharias “This long-overdue volume is crucial to the next generation of missionaries and apologetic evangelists.” —Norman L. Geisler "Some of the most well-known scholars of our time. This is a must-read for anyone who seeks to share the gospel and defend the faith!” —Josh McDowell Do You Truly Understand Your Faith? Can You Defend It? Scripture calls every believer—including you—to be prepared to defend the faith (1 Peter 3:15)? From the preacher to the churchgoer, the teacher to the student,...
"A must-read for anyone who seeks to share the gospel and defend the faith!” —Josh McDowell “Crucial to the next generation of missionaries and apologetic evangelists.” —Norman L. Geisler In a postmodern, post-truth society, how can we be certain our faith is based on more than our feelings? And how do we answer the complex questions about Christianity posed by skeptics and searchers alike? The Comprehensive Guide to Apologetics challenges you to understand and defend the tenets of your faith. This informative resource covers topics spanning from the evidence for the Bible’s reliability, to the relationship between science and faith, to the comparisons between Christianity and ot...
Walter Bradley made a deal with God: he would unashamedly share his faith with students and faculty, and he would not let academic ambition prevent him from giving his faith and family the time they deserve. The day he could no longer keep that deal, he would leave the academy. He never had to. From his days as a determined graduate assistant sharing his love for Jesus with his first class, to becoming one of the most respected engineering professors in academia, Walter Bradley remained a man of integrity, dedicated to truth and love. He’s made a difference in myriad ways from leading a small Bible study for students in his home to defending intelligent design before large crowds of his ac...
Artificial intelligence expert Robert J. Marks investigates the potential military use of lethal AI and examines the practical and ethical challenges. Marks provocatively argues that the development of lethal AI is not only appropriate in today's society-it is unavoidable if America wants to survive and thrive into the future.
Much of that which is ordinal is modeled as analog. Most computational engines on the other hand are dig- ital. Transforming from analog to digital is straightforward: we simply sample. Regaining the original signal from these samples or assessing the information lost in the sampling process are the fundamental questions addressed by sampling and interpolation theory. This book deals with understanding, generalizing, and extending the cardinal series of Shannon sampling theory. The fundamental form of this series states, remarkably, that a bandlimited signal is uniquely specified by its sufficiently close equally spaced samples. The contents of this book evolved from a set of lecture notes prepared for a graduate survey course on Shannon sampling and interpolation theory. The course was taught at the Department of Electrical Engineering at the University of Washington, Seattle. Each of the seven chapters in this book includes a list of references specific to that chapter. A sequel to this book will contain an extensive bibliography on the subject. The author has also opted to include solutions to selected exercises in the Appendix.
"Fundamentals of Classical Fourier Analysis" is a comprehensive guide to understanding fundamental concepts, techniques, and applications of Fourier analysis in classical mathematics. This book provides a thorough exploration of Fourier analysis, from its historical origins to modern-day applications, offering readers a solid foundation in this essential area of mathematics. Classical Fourier analysis has been a cornerstone of mathematics and engineering for centuries, playing a vital role in solving problems in fields like signal processing, differential equations, and quantum mechanics. We delve into the rich history of Fourier analysis, tracing its development from Joseph Fourier's ground...
In the spring of 2011, a diverse group of scientists gathered at Cornell University to discuss their research into the nature and origin of biological information. This symposium brought together experts in information theory, computer science, numerical simulation, thermodynamics, evolutionary theory, whole organism biology, developmental biology, molecular biology, genetics, physics, biophysics, mathematics, and linguistics. This volume presents new research by those invited to speak at the conference. The contributors to this volume use their wide-ranging expertise in the area of biological information to bring fresh insights into the many explanatory difficulties associated with biologic...
In the spring of 2011, a diverse group of scientists gathered at Cornell University to discuss their research into the nature and origin of biological information. This symposium brought together experts in information theory, computer science, numerical simulation, thermodynamics, evolutionary theory, whole organism biology, developmental biology, molecular biology, genetics, physics, biophysics, mathematics, and linguistics. This volume presents new research by those invited to speak at the conference. The contributors to this volume use their wide-ranging expertise in the area of biological information to bring fresh insights into the explanatory difficulties that biological information r...