Download or read book The Standard Behavioral Evaluation of Low quality Videos Based on Collaborative of Image Processing and Deep Learning written by Yu-Tien Inn and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: In countries with well-developed service industries, such as Taiwan, Japan, South Korea, the mainland, Europe, and the United States, in the process of employee and customer service and sales, most of them will use the mystery customer service audit method to conduct standard behavior evaluation, and go to the field It is confirmed that the employees of the enterprise standardize the enterprise service, whether the enterprise culture is implemented, as well as the customer's satisfaction with consumption, and even further, Mysterio can give suggestions on enterprise management or innovation transformation from the customer's point of view during the inspection process. The Mystery Customer service audit survey is conducted by auditors who secretly videotape service personnel, and then use auditors to judge and score the actions of service personnel. For example, the auditors secretly videotape the waiters in department stores or restaurants to see if they "stand incorrectly (37 steps)"; When it comes to guests, there is no "giving with both hands", etc. However, this often depends on the subjective awareness of the auditors. Although there are standard answers by definition, their comments are adjectives, such as enthusiasm, positive, etc., which will make the evaluation even more inefficient. , more subjective. Another big pain point is that it takes a lot of time to watch videos and find out what is wrong with the service. With the advancement and development of science and technology and the leap forward of artificial intelligence and deep learning network, this paper intends to complete a set of AI standard action evaluation system through the technology of image processing, target detection, and image twinning network, so as to improve the quality of the service audit system. Speed and quality. This thesis system uses the self-trained object detection YOLO model to capture the position and characteristics of the target to be recognized from the low-quality video and classify the action of the target by means of image recognition; and then use the technology of target extraction , to further extract features from the captured target to achieve the purpose of clearing the noise; finally, use the 3DCNN twin network to compare the similarity between the correct action video and the video to be detected, so as to achieve the purpose of detailed action comparison. In addition, this paper uses a newly designed automatic video filtering and classification algorithm, which can filter out the target segments in the complete video and classify them into the corresponding training set, saving a lot of time for data pre-processing.
Download or read book Bulletin of the Atomic Scientists written by and published by . This book was released on 1961-05 with total page 88 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.
Download or read book Artificial Intelligence in Healthcare written by Adam Bohr and published by Academic Press. This book was released on 2020-06-21 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Artificial Intelligence (AI) in Healthcare is more than a comprehensive introduction to artificial intelligence as a tool in the generation and analysis of healthcare data. The book is split into two sections where the first section describes the current healthcare challenges and the rise of AI in this arena. The ten following chapters are written by specialists in each area, covering the whole healthcare ecosystem. First, the AI applications in drug design and drug development are presented followed by its applications in the field of cancer diagnostics, treatment and medical imaging. Subsequently, the application of AI in medical devices and surgery are covered as well as remote patient monitoring. Finally, the book dives into the topics of security, privacy, information sharing, health insurances and legal aspects of AI in healthcare. Highlights different data techniques in healthcare data analysis, including machine learning and data mining Illustrates different applications and challenges across the design, implementation and management of intelligent systems and healthcare data networks Includes applications and case studies across all areas of AI in healthcare data
Download or read book Deep Learning based Video Analysis for Human Action Evaluation written by Chen Du and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: As video analysis provides an automatic solution to extract meaningful information from the video content, it can be applied in healthcare to evaluate human action patterns for various purposes, such as biometrics estimation and performance assessment. In recent years, the fast development of deep learning and portable medical sensors has led to more affordable and accurate computer vision-based measurements for human action patterns, thus enabling a more efficient video analysis system for action evaluation in home and clinic environments. We investigate the novel usage of video analysis for healthcare monitoring purposes, including objective biometrics estimation and subjective action quality assessment. We propose a deep learning framework to extract spatial-temporal features and estimate biometrics or performance scores from 3D body landmarks using a graph convolutional neural network, which offers a portable solution to obtain gold-standard biometrics with 3D multi-joint coordination underlying body movements and can provide real-time feedback of movement performance for rehabilitation exercises. For biometrics estimation, in Chapter 2, we propose two single-task models for video-level and frame-level estimation, respectively, and a multi-task learning approach to estimate CoP metrics on two different temporal levels in parallel. To facilitate this line of research, we collect and release a novel computer-vision-based 3D body landmark dataset using pose estimation. We extend our framework to a traditional kinematics dataset collected by on-body reflective markers by using adaptive graph convolution. For action quality assessment, we propose a deep learning framework for automatic assessment of physical rehabilitation exercises using a graph convolutional network with self-supervised regularization in Chapter 3. To further improve the accessibility of the real-time CoP metrics estimation system, we investigate a view-invariant video-level CoP metrics estimation framework using a single RGB camera in Chapter 4, which could significantly benefit the data collection in home and clinic environments. We also explore a semi-supervised learning framework for video-level CoP metrics estimation for partially labeled data with only a small portion of labels in Chapter 5. Our proposed methods potentially enable a more affordable, comprehensive, and portable virtual therapy system than is available with existing tools.
Download or read book Roadside Video Data Analysis written by Brijesh Verma and published by Springer. This book was released on 2017-04-28 with total page 209 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights the methods and applications for roadside video data analysis, with a particular focus on the use of deep learning to solve roadside video data segmentation and classification problems. It describes system architectures and methodologies that are specifically built upon learning concepts for roadside video data processing, and offers a detailed analysis of the segmentation, feature extraction and classification processes. Lastly, it demonstrates the applications of roadside video data analysis including scene labelling, roadside vegetation classification and vegetation biomass estimation in fire risk assessment.
Download or read book Bayesian Reinforcement Learning written by Mohammad Ghavamzadeh and published by . This book was released on 2015-11-18 with total page 146 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bayesian methods for machine learning have been widely investigated, yielding principled methods for incorporating prior information into inference algorithms. This monograph provides the reader with an in-depth review of the role of Bayesian methods for the reinforcement learning (RL) paradigm. The major incentives for incorporating Bayesian reasoning in RL are that it provides an elegant approach to action-selection (exploration/exploitation) as a function of the uncertainty in learning, and it provides a machinery to incorporate prior knowledge into the algorithms. Bayesian Reinforcement Learning: A Survey first discusses models and methods for Bayesian inference in the simple single-step Bandit model. It then reviews the extensive recent literature on Bayesian methods for model-based RL, where prior information can be expressed on the parameters of the Markov model. It also presents Bayesian methods for model-free RL, where priors are expressed over the value function or policy class. Bayesian Reinforcement Learning: A Survey is a comprehensive reference for students and researchers with an interest in Bayesian RL algorithms and their theoretical and empirical properties.
Download or read book The Science of Learning and Development written by Pamela Cantor and published by Routledge. This book was released on 2021-06-21 with total page 245 pages. Available in PDF, EPUB and Kindle. Book excerpt: This essential text unpacks major transformations in the study of learning and human development and provides evidence for how science can inform innovation in the design of settings, policies, practice, and research to enhance the life path, opportunity and prosperity of every child. The ideas presented provide researchers and educators with a rationale for focusing on the specific pathways and developmental patterns that may lead a specific child, with a specific family, school, and community, to prosper in school and in life. Expanding key published articles and expert commentary, the book explores a profound evolution in thinking that integrates findings from psychology with biology through sociology, education, law, and history with an emphasis on institutionalized inequities and disparate outcomes and how to address them. It points toward possible solutions through an understanding of and addressing the dynamic relations between a child and the contexts within which he or she lives, offering all researchers of human development and education a new way to understand and promote healthy development and learning for diverse, specific youth regardless of race, socioeconomic status, or history of adversity, challenge, or trauma. The book brings together scholars and practitioners from the biological/medical sciences, the social and behavioral sciences, educational science, and fields of law and social and educational policy. It provides an invaluable and unique resource for understanding the bases and status of the new science, and presents a roadmap for progress that will frame progress for at least the next decade and perhaps beyond.
Download or read book Bulletin of the Atomic Scientists written by and published by . This book was released on 1955-04 with total page 64 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.
Download or read book Visible Learning written by John Hattie and published by Routledge. This book was released on 2008-11-19 with total page 389 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique and ground-breaking book is the result of 15 years research and synthesises over 800 meta-analyses on the influences on achievement in school-aged students. It builds a story about the power of teachers, feedback, and a model of learning and understanding. The research involves many millions of students and represents the largest ever evidence based research into what actually works in schools to improve learning. Areas covered include the influence of the student, home, school, curricula, teacher, and teaching strategies. A model of teaching and learning is developed based on the notion of visible teaching and visible learning. A major message is that what works best for students is similar to what works best for teachers – an attention to setting challenging learning intentions, being clear about what success means, and an attention to learning strategies for developing conceptual understanding about what teachers and students know and understand. Although the current evidence based fad has turned into a debate about test scores, this book is about using evidence to build and defend a model of teaching and learning. A major contribution is a fascinating benchmark/dashboard for comparing many innovations in teaching and schools.
Download or read book Collaborative Problem Solving written by Alisha R. Pollastri and published by Springer. This book was released on 2019-06-06 with total page 206 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is the first to systematically describe the key components necessary to ensure successful implementation of Collaborative Problem Solving (CPS) across mental health settings and non-mental health settings that require behavioral management. This resource is designed by the leading experts in CPS and is focused on the clinical and implementation strategies that have proved most successful within various private and institutional agencies. The book begins by defining the approach before delving into the neurobiological components that are key to understanding this concept. Next, the book covers the best practices for implementation and evaluating outcomes, both in the long and short term. The book concludes with a summary of the concept and recommendations for additional resources, making it an excellent concise guide to this cutting edge approach. Collaborative Problem Solving is an excellent resource for psychiatrists, psychologists, social workers, and all medical professionals working to manage troubling behaviors. The text is also valuable for readers interested in public health, education, improved law enforcement strategies, and all stakeholders seeking to implement this approach within their program, organization, and/or system of care.
Download or read book Knowing What Students Know written by National Research Council and published by National Academies Press. This book was released on 2001-10-27 with total page 383 pages. Available in PDF, EPUB and Kindle. Book excerpt: Education is a hot topic. From the stage of presidential debates to tonight's dinner table, it is an issue that most Americans are deeply concerned about. While there are many strategies for improving the educational process, we need a way to find out what works and what doesn't work as well. Educational assessment seeks to determine just how well students are learning and is an integral part of our quest for improved education. The nation is pinning greater expectations on educational assessment than ever before. We look to these assessment tools when documenting whether students and institutions are truly meeting education goals. But we must stop and ask a crucial question: What kind of assessment is most effective? At a time when traditional testing is subject to increasing criticism, research suggests that new, exciting approaches to assessment may be on the horizon. Advances in the sciences of how people learn and how to measure such learning offer the hope of developing new kinds of assessments-assessments that help students succeed in school by making as clear as possible the nature of their accomplishments and the progress of their learning. Knowing What Students Know essentially explains how expanding knowledge in the scientific fields of human learning and educational measurement can form the foundations of an improved approach to assessment. These advances suggest ways that the targets of assessment-what students know and how well they know it-as well as the methods used to make inferences about student learning can be made more valid and instructionally useful. Principles for designing and using these new kinds of assessments are presented, and examples are used to illustrate the principles. Implications for policy, practice, and research are also explored. With the promise of a productive research-based approach to assessment of student learning, Knowing What Students Know will be important to education administrators, assessment designers, teachers and teacher educators, and education advocates.
Download or read book Documentation Abstracts written by and published by . This book was released on 1997 with total page 708 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book National Educational Technology Standards for Students written by International Society for Technology in Education and published by ISTE (Interntl Soc Tech Educ. This book was released on 2007 with total page 28 pages. Available in PDF, EPUB and Kindle. Book excerpt: This booklet includes the full text of the ISTE Standards for Students, along with the Essential Conditions, profiles and scenarios.
Download or read book Transforming the Workforce for Children Birth Through Age 8 written by National Research Council and published by National Academies Press. This book was released on 2015-07-23 with total page 587 pages. Available in PDF, EPUB and Kindle. Book excerpt: Children are already learning at birth, and they develop and learn at a rapid pace in their early years. This provides a critical foundation for lifelong progress, and the adults who provide for the care and the education of young children bear a great responsibility for their health, development, and learning. Despite the fact that they share the same objective - to nurture young children and secure their future success - the various practitioners who contribute to the care and the education of children from birth through age 8 are not acknowledged as a workforce unified by the common knowledge and competencies needed to do their jobs well. Transforming the Workforce for Children Birth Through Age 8 explores the science of child development, particularly looking at implications for the professionals who work with children. This report examines the current capacities and practices of the workforce, the settings in which they work, the policies and infrastructure that set qualifications and provide professional learning, and the government agencies and other funders who support and oversee these systems. This book then makes recommendations to improve the quality of professional practice and the practice environment for care and education professionals. These detailed recommendations create a blueprint for action that builds on a unifying foundation of child development and early learning, shared knowledge and competencies for care and education professionals, and principles for effective professional learning. Young children thrive and learn best when they have secure, positive relationships with adults who are knowledgeable about how to support their development and learning and are responsive to their individual progress. Transforming the Workforce for Children Birth Through Age 8 offers guidance on system changes to improve the quality of professional practice, specific actions to improve professional learning systems and workforce development, and research to continue to build the knowledge base in ways that will directly advance and inform future actions. The recommendations of this book provide an opportunity to improve the quality of the care and the education that children receive, and ultimately improve outcomes for children.
Download or read book Digital and Social Media Marketing written by Nripendra P. Rana and published by Springer Nature. This book was released on 2019-11-11 with total page 337 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines issues and implications of digital and social media marketing for emerging markets. These markets necessitate substantial adaptations of developed theories and approaches employed in the Western world. The book investigates problems specific to emerging markets, while identifying new theoretical constructs and practical applications of digital marketing. It addresses topics such as electronic word of mouth (eWOM), demographic differences in digital marketing, mobile marketing, search engine advertising, among others. A radical increase in both temporal and geographical reach is empowering consumers to exert influence on brands, products, and services. Information and Communication Technologies (ICTs) and digital media are having a significant impact on the way people communicate and fulfil their socio-economic, emotional and material needs. These technologies are also being harnessed by businesses for various purposes including distribution and selling of goods, retailing of consumer services, customer relationship management, and influencing consumer behaviour by employing digital marketing practices. This book considers this, as it examines the practice and research related to digital and social media marketing.
Download or read book Visible Learning for Teachers written by John Hattie and published by Routledge. This book was released on 2012-03-15 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: In November 2008, John Hattie’s ground-breaking book Visible Learning synthesised the results of more than fifteen years research involving millions of students and represented the biggest ever collection of evidence-based research into what actually works in schools to improve learning. Visible Learning for Teachers takes the next step and brings those ground breaking concepts to a completely new audience. Written for students, pre-service and in-service teachers, it explains how to apply the principles of Visible Learning to any classroom anywhere in the world. The author offers concise and user-friendly summaries of the most successful interventions and offers practical step-by-step guidance to the successful implementation of visible learning and visible teaching in the classroom. This book: links the biggest ever research project on teaching strategies to practical classroom implementation champions both teacher and student perspectives and contains step by step guidance including lesson preparation, interpreting learning and feedback during the lesson and post lesson follow up offers checklists, exercises, case studies and best practice scenarios to assist in raising achievement includes whole school checklists and advice for school leaders on facilitating visible learning in their institution now includes additional meta-analyses bringing the total cited within the research to over 900 comprehensively covers numerous areas of learning activity including pupil motivation, curriculum, meta-cognitive strategies, behaviour, teaching strategies, and classroom management Visible Learning for Teachers is a must read for any student or teacher who wants an evidence based answer to the question; ‘how do we maximise achievement in our schools?’
Download or read book School Family and Community Partnerships written by Joyce L. Epstein and published by Corwin Press. This book was released on 2018-07-19 with total page 508 pages. Available in PDF, EPUB and Kindle. Book excerpt: Strengthen programs of family and community engagement to promote equity and increase student success! When schools, families, and communities collaborate and share responsibility for students′ education, more students succeed in school. Based on 30 years of research and fieldwork, the fourth edition of the bestseller School, Family, and Community Partnerships: Your Handbook for Action, presents tools and guidelines to help develop more effective and more equitable programs of family and community engagement. Written by a team of well-known experts, it provides a theory and framework of six types of involvement for action; up-to-date research on school, family, and community collaboration; and new materials for professional development and on-going technical assistance. Readers also will find: Examples of best practices on the six types of involvement from preschools, and elementary, middle, and high schools Checklists, templates, and evaluations to plan goal-linked partnership programs and assess progress CD-ROM with slides and notes for two presentations: A new awareness session to orient colleagues on the major components of a research-based partnership program, and a full One-Day Team Training Workshop to prepare school teams to develop their partnership programs. As a foundational text, this handbook demonstrates a proven approach to implement and sustain inclusive, goal-linked programs of partnership. It shows how a good partnership program is an essential component of good school organization and school improvement for student success. This book will help every district and all schools strengthen and continually improve their programs of family and community engagement.
