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Advanced Data Analysis in Neuroscience
This book is intended for use in advanced graduate courses in statistics / machine learning, as well as for all experimental neuroscientists seeking to understand statistical methods at a deeper level, and theoretical neuroscientists with a limited background in statistics. It reviews almost all areas of applied statistics, from basic statistical estimation and test theory, linear and nonlinear approaches for regression and classification, to model selection and methods for dimensionality reduction, density estimation and unsupervised clustering. Its focus, however, is linear and nonlinear time series analysis from a dynamical systems perspective, based on which it aims to convey an understa...
Principles of Learning and Memory
Principles of Learning and Memory presents state-of-the-art reviews that cover the experimental analysis of behavior, as well as the biological basis of learning and memory, and that overcome traditional borders separating disciplines. The resulting chapters present and evaluate core findings of human learning and memory that are obtained in different fields of research and on different levels of analysis. The reader will acquire a broad and integrated perspective of human learning and memory based on current approaches in this domain.
Computational Psychiatry
Psychiatrists and neuroscientists discuss the potential of computational approaches to address problems in psychiatry including diagnosis, treatment, and integration with neurobiology. Modern psychiatry is at a crossroads, as it attempts to balance neurological analysis with psychological assessment. Computational neuroscience offers a new lens through which to view such thorny issues as diagnosis, treatment, and integration with neurobiology. In this volume, psychiatrists and theoretical and computational neuroscientists consider the potential of computational approaches to psychiatric issues. This unique collaboration yields surprising results, innovative synergies, and novel open question...
Schizophrenia
Leading researchers address conceptual and technical issues in schizophrenia and suggest novel strategies for advancing research and treatment. Despite major advances in methodology and thousands of published studies every year, treatment outcomes in schizophrenia have not improved over the last fifty years. Moreover, we still lack strategies for prevention and we do not yet understand how the interaction of genetic, developmental, and environmental factors contribute to the disorder. In this book, leading researchers consider conceptual and technical obstacles to progress in understanding schizophrenia and suggest novel strategies for advancing research and treatment. The contributors addre...
The Statistical Physics of Data Assimilation and Machine Learning
The theory of data assimilation and machine learning is introduced in an accessible manner for undergraduate and graduate students.
Dopamine Handbook
The discovery of dopamine in 1957-1958 was one of the seminal events in the development of modern neuroscience, and has been extremely important for the development of modern therapies of neurological and psychiatric disorders. Dopamine has a fundamental role in almost all aspects of behavior: from motor control to mood regulation, cognition and addiction and reward, and dopamine research has been unique within the neurosciences in the way it has bridged basic science and clinical practice. Over the decades research into the role of dopamine in health and disease has been in the forefront of modern neuroscience. The Dopamine Handbook is the first single-volume publication to capture current progress and excitement in this dynamic research field.
The Power of Surprise
Rousell examines the rich and complex nuances of the science of surprise and shows us how we can use it strategically to enrich lives. Random events transform us. After studying formative events, moments that define us, for over three decades, Michael Rousell discovered that most of them took place during a spark of surprise. This breakthrough launched a fascinating journey from neuroscience to stand-up comedy. Rousell draws on research from a wide variety of brain science disciplines (cognition, motivation, neuroscience, psychology, artificial intelligence, persuasion, evolution, and learning), then examines those who already use surprise strategically (comedians, film directors, entertaine...
Newton in the Pulpit
This book is an exploration of neurology and consciousness in the religious brain and scientific brain and how creativity and discovery are mediated from the quantum to classical levels.
A Brain for Innovation
What sets humans apart from other animals? Perhaps more than anything else, it is the capacity for innovation. The accumulation of discoveries throughout history, big and small, has enabled us to build global civilizations and gain power to shape our environment. But what makes humans as a species so innovative? Min W. Jung offers a new understanding of the neural basis of innovation in terms of humans’ exceptional capacity for imagination and high-level abstraction. He provides an engaging account of recent advances in neuroscience that have shed light on the neural underpinnings of these profoundly important abilities. Jung examines key discoveries concerning the hippocampus and neural c...
Monoaminergic Modulation of Cortical Excitability
This book provides a comprehensive, integrated comparison of the complex modulatory action of dopamine, noradrenaline, and serotonin receptors in the cortex. The discussion assembles a range of opinions on how the monoamine systems affect cortical function. The complexity of these interactions is discussed in light of recent data showing the dramatic effect of disruption of these systems on memory formation and information processing in the cortex.
