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A Turing Award-winning computer scientist and statistician shows how understanding causality has revolutionized science and will revolutionize artificial intelligence "Correlation is not causation." This mantra, chanted by scientists for more than a century, has led to a virtual prohibition on causal talk. Today, that taboo is dead. The causal revolution, instigated by Judea Pearl and his colleagues, has cut through a century of confusion and established causality -- the study of cause and effect -- on a firm scientific basis. His work explains how we can know easy things, like whether it was rain or a sprinkler that made a sidewalk wet; and how to answer hard questions, like whether a drug cured an illness. Pearl's work enables us to know not just whether one thing causes another: it lets us explore the world that is and the worlds that could have been. It shows us the essence of human thought and key to artificial intelligence. Anyone who wants to understand either needs The Book of Why.
This book reveals the new visual language of sustainability.
This book presents ground-breaking advances in the domain of causal structure learning. The problem of distinguishing cause from effect (“Does altitude cause a change in atmospheric pressure, or vice versa?”) is here cast as a binary classification problem, to be tackled by machine learning algorithms. Based on the results of the ChaLearn Cause-Effect Pairs Challenge, this book reveals that the joint distribution of two variables can be scrutinized by machine learning algorithms to reveal the possible existence of a “causal mechanism”, in the sense that the values of one variable may have been generated from the values of the other. This book provides both tutorial material on the state-of-the-art on cause-effect pairs and exposes the reader to more advanced material, with a collection of selected papers. Supplemental material includes videos, slides, and code which can be found on the workshop website. Discovering causal relationships from observational data will become increasingly important in data science with the increasing amount of available data, as a means of detecting potential triggers in epidemiology, social sciences, economy, biology, medicine, and other sciences.
This textbook guides students through rhetorical and assignment analysis, the writing process, researching, citing, rhetorical modes, and critical reading. Using accessible but rigorous readings by professionals throughout the college composition field, the Oregon Writes Writing Textbook aligns directly to the statewide writing outcomes for English Composition courses in Oregon. Created through a grant from Open Oregon in 2015-16, this book collects previously published articles, essays, and chapters released under Creative Commons licenses into one free textbook available for online access or print-on-demand.
Cause uses sociology's tools to explain how, as humans in general, we are bad at determining cause and effect, particularly when we're trying to understand social problems like poverty, discrimination, or how to respond to climate change and terrorism. Divided into three sections, the book examines how and why humans tell stories; the unseen influences that we overlook when telling these stories; and how a smarter story could greatly enhance how we understand ourselves and each other. Cause offers nothing short of a new way of looking at our world.
Mr. and Mrs. Moose try to invite a turkey to their Thanksgiving feast.
Quantum gravity is perhaps the most important open problem in fundamental physics. It is the problem of merging quantum mechanics and general relativity, the two great conceptual revolutions in the physics of the twentieth century. The loop and spinfoam approach, presented in this 2004 book, is one of the leading research programs in the field. The first part of the book discusses the reformulation of the basis of classical and quantum Hamiltonian physics required by general relativity. The second part covers the basic technical research directions. Appendices include a detailed history of the subject of quantum gravity, hard-to-find mathematical material, and a discussion of some philosophical issues raised by the subject. This fascinating text is ideal for graduate students entering the field, as well as researchers already working in quantum gravity. It will also appeal to philosophers and other scholars interested in the nature of space and time.
This easy-to-use, research-based literacy center focuses on the five areas of reading. The center contains differentiated activities to meet the needs of all learners, recommended children's literature, and a letter to build a school-home connection.
Cause and effect is an essential reading comprehension skill for all subject areas. Help students understand cause and effect using Spotlight on Reading: Cause and Effect for grades 3–4. This 48-page book includes a variety of high-interest lessons and activities that make learning fun! The exercises increase in difficulty as the book progresses, so students practice more-advanced skills as they work. With a variety of formats, teachers can provide direct instruction, reinforcement, and independent practice throughout the year. This book is perfect for practice at home and school and includes an answer key. It aligns with state, national, and Canadian provincial standards.
If you take just a moment to explore sacred texts, spiritual teachings, novels, poetry, another cultural, essays from great historians, or travel somewhere because you just felt the need to go or exercise your faith, follow your dream or do something that fires your imagination, stirs your soul, and expands your circle of compassion, you first must believe in yourself and that everything is possible. You want change, look around you, look at every day as a gift. You and only you create your every day world. Everything that happens to you in your life is because of you. Cause and Effect, its real, and is happening now, but you need to recognize its happening. A journey can start for a reason not associated to the"why" factor, its synchronicity. It is like a spiritual practice to live everyday in happiness. And everybody can have this, the only condition is your 100% true decision to want change in your life for happiness. Whenever we give attention to something, this creative energy flows through us and expands, enlivens and charges the object of our attention. The tool we use to focus attention is the mind. Mind itself isn't the creator of well being, but it is the focus, the conduit, the medium through which unlimited creative energy, love, abundance, all that is, can flow through. We use mind power to create everything in our lives, including well being, whether we do it consciously or unconsciously. I hope that after reading this book, you will find a new insight, no matter how small, of understand that change is and always up to you.