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This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.
"Look out, Goliath—David has a training manual! . . . One of the best books on social psychology ever written." ---Daniel Gilbert, New York Times bestselling author of Stumbling on Happiness No one doubts the power of the majority. It makes the rules and enforces them, and most of us are willing to go along with it, most of the time. But what happens when you're not? What about when the issue is so important to you that you're willing to take on the naysayers? It doesn't matter if you're trying to sell a new product or service, persuade colleagues to try out a new business plan, start a revolution, or simply convince your family where to go for dinner. In all of these cases you're going up against the majority, and more often than not your efforts are going to come up short. Or at least that was the case before Dr. William Crano—an expert in the field of influence—applied the science of persuasion to those moments when you find yourself outnumbered and overmatched. By doing so, he has discovered proven strategies, such as working from the inside and changing the game from subjective preferences to objective decisions, and distilled these strategies and more into an extraordinary collection of rules that radically affect the likelihood of success. The Rules of Influence—the most powerful guide to being persuasive even under the most inhospitable conditions—gives you the tools to overcome overwhelming odds and take back control in every situation.
The set contains 650 essays on all aspects of infectious diseases, including pathogens and pathogenicity, transmission, the immune system, vaccines, diagnosis, prevention, treatment, and social concerns such as bioterrorism. These essays will interest science and premedical students, students of epidemiology and public health, public library patrons, and librarians building collections in science and medicine.
States restrict immigration on a massive scale. Governments fortify their borders with walls and fences, authorize border patrols, imprison migrants in detention centers, and deport large numbers of foreigners. Unjust Borders: Individuals and the Ethics of Immigration argues that immigration restrictions are systematically unjust and examines how individual actors should respond to this injustice. Javier Hidalgo maintains that individuals can rightfully resist immigration restrictions and often have strong moral reasons to subvert these laws. This book makes the case that unauthorized migrants can permissibly evade, deceive, and use defensive force against immigration agents, that smugglers can aid migrants in crossing borders, and that citizens should disobey laws that compel them to harm immigrants. Unjust Borders is a meditation on how individuals should act in the midst of pervasive injustice.
The population explosion that began in the 1960s has been accompanied by a decrease in the quality of the natural environment, e.g. pollution of the air, water and soil with essential and toxic trace elements. Numerous poisonings of people and animals with highly toxic anthropogenic Hg and Cd in the 20th century prompted the creation of the abiotic environment, mainly in developed countries. However, the system is insufficient for long-term exposure to low concentrations of various substances that are mainly ingested through food and water. This problem could be addressed by the monitoring of sentinels – organisms that accumulate trace elements and as such reflect the rate and degree of environmental pollution. Usually these are long-lived vertebrates – herbivorous, omnivorous and carnivorous birds and mammals, especially game species. This book describes the responses of the sentinels most commonly used in ecotoxicological studies to 17 trace elements.
Each composer addresses the following topics: Biographical information, The creative process ... how a composer works, Orchestration, Views from the composer to the conductor, Commissioning new works, The teaching of composition, Influential individuals, Ten works all band conductors at all levels should study, Ten composers whose music speaks in especially meaningful ways, The future of the wind band, Other facets of everyday life, Comprehensive list of works for band.
Focuses on processes related to recovery and unwinding from job stress. This book demonstrates that recovery research is a very promising approach for understanding the processes of job stress and relieve from job stress more fully.