Author: Québec (Province). LegislaturePublisher:
ISBN:
Category : Québec (Province)
Languages : en
Pages : 628
Book Description
Sessional Papers
Author: Québec (Province). LegislaturePublisher:
ISBN:
Category : Québec (Province)
Languages : en
Pages : 628
Book Description
Graph Representation Learning
Author: William L. William L. HamiltonPublisher: Springer Nature
ISBN: 3031015886
Category : Computers
Languages : en
Pages : 141
Book Description
Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.
Work-Related Musculoskeletal Disorders
Author: National Research CouncilPublisher: National Academies Press
ISBN: 0309173248
Category : Business & Economics
Languages : en
Pages : 239
Book Description
Estimated costs associated with lost days and compensation claims related to musculoskeletal disorders-including back pains and repetitive motion injuries-range from $13 billion to $20 billion annually. This is a serious national problem that has spurred considerable debate about the causal links between such disorders and risk factors in the workplace. This book presents a preliminary assessment of what is known about the relationship between musculoskeletal disorders and what may cause them. It includes papers and a workshop summary of findings from orthopedic surgery, public health, occupational medicine, epidemiology, risk analysis, ergonomics, and human factors. Topics covered include the biological responses of tissues to stress, the biomechanics of work stressors, the epidemiology of physical work factors, and the contributions of individual, recreational, and social factors to such disorders. The book also considers the relative success of various workplace interventions for prevention and rehabilitation.
Report of the Superintendent of Public Instruction of the Province of Quebec for the Year ...
Author: Québec (Province). Department of Public InstructionPublisher:
ISBN:
Category : Education
Languages : en
Pages : 448
Book Description
The Special Educator′s Guide to Assessment
Author: Tara S. GuerrieroPublisher: SAGE Publications
ISBN: 1544344228
Category : Education
Languages : en
Pages : 576
Book Description
Special education students often learn about the characteristics of disabilities, but can lack an understanding of the relationship between diagnostic assessment and eligibility for special education services. The Special Educator′s Guide to Assessment: A Comprehensive Overview by IDEA Disability Category focuses on the role that assessment plays in the diagnosis of a disability, determination of eligibility for special education services, and education of students with disabilities to provide a meaningful interconnection between assessment concepts and classroom application for teachers. Authors Tara S. Guerriero, Mary A. Houser, and Vicki A. McGinley want to ensure that future special education teachers have the preparation to provide comprehensive instruction to P-12 students through this text. While special education teachers are often not the ones conducting comprehensive evaluations, it is paramount that they understand their students’ individual characteristics, and understand how assessment is used to determine diagnosis and eligibility. Framing the text around The Individuals with Disabilities Act (IDEA) provides students with concrete standards by which all disabilities are evaluated and regulated in our public educational system. Part I introduces the basic topics of assessment, ethics, and assessment types. Part II moves on to provide diagnostic and eligibility criteria according to IDEA categories that are most commonly diagnosed in an educational setting while Part III describes the criteria for IDEA categories most commonly diagnosed in a medical setting. Features like case studies and sample comprehensive evaluations help bring to life assessment and how it applies in real classrooms. Included with this title: The password-protected Instructor Resource Site (formally known as SAGE Edge) offers access to all text-specific resources, including a test bank and editable, chapter-specific PowerPoint® slides.
Data Assimilation for Atmospheric, Oceanic and Hydrologic Applications (Vol. IV)
Author: Seon Ki ParkPublisher: Springer Nature
ISBN: 3030777227
Category : Science
Languages : en
Pages : 707
Book Description
This book contains the most recent progress in data assimilation in meteorology, oceanography and hydrology including land surface. It spans both theoretical and applicative aspects with various methodologies such as variational, Kalman filter, ensemble, Monte Carlo and artificial intelligence methods. Besides data assimilation, other important topics are also covered including adaptive observations, sensitivity analysis, parameter estimation and AI applications. The book is useful to individual researchers as well as graduate students for a reference in the field of data assimilation.
Ecology of the Shortgrass Steppe
Author: W. K. LauenrothPublisher: Oxford University Press
ISBN: 0199722803
Category : Science
Languages : en
Pages : 537
Book Description
Ecology of the Shortgrass Steppe: A Long-Term Perspective summarizes and synthesizes more than sixty years of research that has been conducted throughout the shortgrass region in North America. The shortgrass steppe was an important focus of the International Biological Program's Grassland Biome project, which ran from the late 1960s until the mid-1970s. The work conducted by the Grassland Biome project was preceded by almost forty years of research by U.S. Department of Agriculture researchers-primarily from the Agricultural Research Service-and was followed by the Shortgrass Steppe Long-Term Ecological Research project. This volume is an enormously rich source of data and insight into the structure and function of a semiarid grassland.
Selected Water Resources Abstracts
Author: The Segment in Phonetics and Phonology
Author: Eric RaimyPublisher: John Wiley & Sons
ISBN: 1118555406
Category : Language Arts & Disciplines
Languages : en
Pages : 358
Book Description
The Segment in Phonetics and Phonology unravels exactly what the segment is and on what levels it exists, approaching the study of the segment with theoretical, empirical, and methodological heterogeneity as its guiding principle. A deliberately eclectic approach to the study of the segment that investigates exactly what the segment is and on what level it exists Includes new research data from a diverse range of fields such as experimental psycholinguistics, language acquisition, and mathematical theories of communication Represents the major theoretical models of phonology, including Articulatory Phonology, Optimality Theory, Laboratory Phonology and Generative Phonology Examines both well-studied languages like English, Chinese, and Japanese and under-studied languages such as Southern Sierra Miwok, Päri, and American Sign Language
The SAGE Encyclopedia of Educational Research, Measurement, and Evaluation
Author: Bruce B. FreyPublisher: SAGE Publications
ISBN: 1506326161
Category : Education
Languages : en
Pages : 4590
Book Description
In an era of curricular changes and experiments and high-stakes testing, educational measurement and evaluation is more important than ever. In addition to expected entries covering the basics of traditional theories and methods, other entries discuss important sociopolitical issues and trends influencing the future of that research and practice. Textbooks, handbooks, monographs and other publications focus on various aspects of educational research, measurement and evaluation, but to date, there exists no major reference guide for students new to the field. This comprehensive work fills that gap, covering traditional areas while pointing the way to future developments. Features: Nearly 700 signed entries are contained in an authoritative work spanning four volumes and available in choice of electronic and/or print formats. Although organized A-to-Z, front matter includes a Reader’s Guide grouping entries thematically to help students interested in a specific aspect of education research, measurement, and evaluation to more easily locate directly related entries. (For instance, sample themes include Data, Evaluation, Measurement Concepts & Issues, Research, Sociopolitical Issues, Standards.) Back matter includes a Chronology of the development of the field; a Resource Guide to classic books, journals, and associations; and a detailed Index. Entries conclude with References/Further Readings and Cross References to related entries. The Index, Reader’s Guide themes, and Cross References will combine to provide robust search-and-browse in the e-version.