This book provides an introduction to the theory, method, and practice of State-Trace Analysis (STA), and includes a detailed tutorial on the statistical analysis of state-trace designs. The book offers instructions on how to perform state-trace analysis using the authors' own publicly-available software in both Matlab and R. The book begins by discussing the general framework for thinking about the relationships between independent variables, latent variables, and dependent variables. Subsequent chapters provide a software package that can be used to fit state-trace models as well as additional designs and examples. The book concludes with a discussion on potential extensions of STA and additional aspects of its application. State-Trace Analysis will be of interest to researchers and graduate students working in experimental, applied, and cognitive psychology.
Leverage benefits of machine learning techniques using Python About This Book Improve and optimise machine learning systems using effective strategies. Develop a strategy to deal with a large amount of data. Use of Python code for implementing a range of machine learning algorithms and techniques. Who This Book Is For This title is for data scientist and researchers who are already into the field of data science and want to see machine learning in action and explore its real-world application. Prior knowledge of Python programming and mathematics is must with basic knowledge of machine learning concepts. What You Will Learn Learn to write clean and elegant Python code that will optimize the strength of your algorithms Uncover hidden patterns and structures in data with clustering Improve accuracy and consistency of results using powerful feature engineering techniques Gain practical and theoretical understanding of cutting-edge deep learning algorithms Solve unique tasks by building models Get grips on the machine learning design process In Detail Machine learning and predictive analytics are becoming one of the key strategies for unlocking growth in a challenging contemporary marketplace. It is one of the fastest growing trends in modern computing, and everyone wants to get into the field of machine learning. In order to obtain sufficient recognition in this field, one must be able to understand and design a machine learning system that serves the needs of a project. The idea is to prepare a learning path that will help you to tackle the real-world complexities of modern machine learning with innovative and cutting-edge techniques. Also, it will give you a solid foundation in the machine learning design process, and enable you to build customized machine learning models to solve unique problems. The course begins with getting your Python fundamentals nailed down. It focuses on answering the right questions that cove a wide range of powerful Python libraries, including scikit-learn Theano and Keras.After getting familiar with Python core concepts, it's time to dive into the field of data science. You will further gain a solid foundation on the machine learning design and also learn to customize models for solving problems. At a later stage, you will get a grip on more advanced techniques and acquire a broad set of powerful skills in the area of feature selection and feature engineering. Style and approach This course includes all the resources that will help you jump into the data science field with Python. The aim is to walk through the elements of Python covering powerful machine learning libraries. This course will explain important machine learning models in a step-by-step manner. Each topic is well explained with real-world applications with detailed guidance.Through this comprehensive guide, you will be able to explore machine learning techniques.
The Gulf Cooperation Council represents both a model of development and unity in the Arab world and a working example of interstate cooperation to other nations. In this volume, contributors describe the rationale for Gulf unity and cooperation and analyze the financial, economic, and legal institutions of the GCC member states (Saudi Arabia, Kuwait, the United Arab Emirates, Oman, Bahrain, and Qatar). They focus on the GCC's role in maintaining stability in the Arabian peninsula, an area that is clearly vital to U.S. interests. Contributors pinpoint the essential elements of GCC unity, including its efforts to obtain optimum economic self-sufficiency, to maximize market share and revenue from oil production, and to establish an integrated legal framework. The GCC's unique security needs, given the member states' vast combined area and thinly spread populations, are also discussed. An overview of the strategic interests and policies of both superpowers toward the region reveals a history of decline in their influence and prestige that is a result, it is argued, of misperceptions and misguided policies. Finally, documentation and bibliographic sections enhance the book's usefulness as a handbook on the GCC and the Arabian Gulf states.
France's effort to maintain its presence as a great world power is the subject of Myopic Grandeur, a study of French foreign policy initiatives in the Far East from World War I until the conclusion of World War II.
Letters between a colliery manager and his employer provide valuable evidence for the growth and development of the coal trade in north-east England. John Buddle (1773-1843), the most eminent coal viewer and mining engineer and manager of his day, worked for a number of different coal owners in North-East England. In particular, for over twenty years he acted as colliery manager for Charles Stewart, 3rd Marquess of Londonderry. In this capacity Buddle wrote to his employer more than 2,000 letters, of which this book provides a selection. They give not only a detailed, and at times almost a day-to-day account of the coal trade of the Tyne and Wear at a time when the industry was expanding rapidly, but also a discussion of Lord Londonderry's always difficult financial affairs, of his local political activities, and the general condition of the region in a period of change. Buddle emerges from these letters as a self-confident professional man with far-reaching ideas tempered by prudence, ready to speak his mind and by no means always agreeing with his aristocratic employer, though ultimately always bowing to his decisions; Londonderry is revealed as ambitious, willful, and incapable of living within his means. The letters reveal the sometimes troubled relationship between the twovery different men, one that came close to breaking-point in 1841, though the breach was repaired before Buddle's death in 1843; more widely, they paint a vivid picture of north-east England in the early nineteenth century, of its politics, its economy, and its social situation at a time of lively development. Anne Orde is a retired Senior Lecturer in History, University of Durham.
Psychosis and the Traumatised Self explores what it is like to experience psychosis for individuals with histories of childhood physical and sexual abuse. The book additionally explores how meaning expressed in psychosis might originate from the effects of abuse, but also long-term life difficulties, motivations, memories, social history, and struggles to narrate and understand. One chapter focuses on refugees who suffered trauma as adults and later became psychotic. Another chapter examines how trauma leads to the destruction of certainty and trust, thereby opening a pathway to persecutory ideas. Drawing on a developmental model of trauma, it is proposed that dissociated parts of the self that developed during childhood contribute to psychosis in adults when undergoing difficulties and stress. Presented with case illustrations, the book will be useful for those who work in the area of psychosis and abuse to understand the experiences of individuals, and how we might develop appropriate therapy and care.
The Vietnam war continues to be the focus of intense controversy. While most people-liberals, conservatives, Democrats, Republicans, historians, pundits, and citizens alike-agree that the United States did not win the war, a vocal minority argue the opposite or debate why victory never came, attributing the quagmire to everything from domestic politics to the press. The military never lost a battle, how then did it not win the war? Stepping back from this overheated fray, bestselling author John Prados takes a fresh look at both the war and the debates about it to produce a much-needed and long-overdue reassessment of one of our nation's most tragic episodes. Drawing upon several decades of research—including recently declassified documents, newly available presidential tapes, and a wide range of Vietnamese and other international sources—Prados's magisterial account weaves together multiple perspectives across an epic-sized canvas where domestic politics, ideologies, nations, and militaries all collide. Prados patiently pieces back together the events and moments, from the end of World War II until our dispiriting departure from Vietnam in 1975, that reveal a war that now appears to have been truly unwinnable—due to opportunities lost, missed, ignored, or refused. He shows how-from the Truman through the Eisenhower, Kennedy, Johnson, and Nixon administrations—American leaders consistently ignored or misunderstood the realities in Southeast Asia and passed up every opportunity to avoid war in the first place or avoid becoming ever more mired in it after it began. Highlighting especially Ike's seminal and long-lasting influence on our Vietnam policy, Prados demonstrates how and why our range of choices narrowed with each passing year, while our decision-making continued to be distorted by Cold War politics and fundamental misperceptions about the culture, psychology, goals, and abilities of both our enemies and our allies in Vietnam. By turns engaging narrative history, compelling analytic treatise, and moving personal account, Prados's magnum opus challenges previous authors and should rightfully take its place as the most comprehensive, up-to-date, and accurate one-volume account of a war that—judging by the frequent analogies to the current war in Iraq—has not yet really ended for any of us.
This book moves beyond the focus on economic considerations that was central to the work of New Left historians, examining the many other forces--domestic politics, bureaucratic inertia, quirks of personality, and perceptions of Soviet intentions--that influenced key decision makers in Washington.
The UK has now joined a Europe-wide trend towards more devolved forms of government (e.g. Scotland, Wales and Northern Ireland Assemblies). In the context of this general trend towards regionalizm as a focus for public policy and as a source of cultural and political identity, an interdisciplinary team from Newcastle University combine to analyze how this affects the North East of England. There has been comparatively little published on the contemporary development of English Regions and the North East is a particularly important case study, as throughout the 1990s it has experienced a range of social, economic and political changes. This book will contribute to key contemporary policy debates, which will affect all of the English regions and should be read by all social scientists interested in European regional development.
A concise and accessible exploration of cutting-edge literature of the risk factors contributing to the development of ODD and CD, primarily in pre-school and primary children. Precise, focused and up-to-date overview of Oppositional Defiant Disorder and Conduct Disorder Literature Presents assessment methods and evidence-based intervention strategies Well-known and prolific authoring team
A companion volume to 'Community Mental Health Nursing and Dementia Care'. Taken together the two volumes provide a rounded and evidence-based account of the complexity, breadth and diversity of community mental health nursing practice in this specialist field of care delivery.
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