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Supervised Learning: Mathematical Foundations and Real-world Applications
by Dalia ChakrabartyThis book discusses the relevance of probabilistic supervised learning, to the pursuit of automated and reliable prediction of an unknown that is in a state of relationship with another variable. The book provides methods for secured mechanistic learning of the function that represents this relationship between the output and input variables, where said learning is undertaken within the remit of real-world information that can be messy in different ways. For example, the available data may be highly multivariate or be high-dimensional, reflecting the nature of the output variable that could be a vector, or matrix, or even higher in dimension, as is often the case in a real-world application. Additionally, the data is noisy, and often it is small to moderately large in size in multiple applications. Another difficulty that regularly arises is that the training dataset – comprising pairs of values of the input and output –is such, that the sought function cannot be captured by a parametric shape, but is instead underlined by an inhomogeneous correlation structure. These difficulties notwithstanding, we desire a streamlined methodology that allows the learning of the inter variable relationship – to ultimately permit fast and reliable predictions of the output, at newly recorded values of the input. In fact, occasions arise when one seeks values of the input at which a new output value is recorded, and such a demand is also addressed in the book.The generic solution to the problem of secured supervised learning amidst real-world messiness, lies in treating the sought inter-variable relation as a (function-valued) random variable, which, being random, is ascribed a probability distribution. Then recalling that distributions on the space of functions are given by stochastic processes, the sought function is proposed to be a sample function of a stochastic process. This process is chosen as one that imposes minimal constraints on the sought function – identified as a Gaussian Process (GP) in the book. Thus, the sought function can be inferred upon, as long as the co-variance function of the underlying GP is learnt, given the available training set. The book presents probabilistic techniques to undertake said learning, within the challenges borne by the data, and illustrates such techniques on real data. Learning of a function is always followed by closed-form prediction of the mean and dispersion of the output variable that is realised at a test input. To help with the background, the book includes reviews on stochastic processes and basic probability theory. This will render the first half of the book useful for students across disciplines, while the latter half will be appreciated by students of numerate subjects at the postgraduate level or higher, including students of computational sciences, statistics and mathematics.
Supervising and Being Supervised: A Practice in Search of a Theory
by Jan Wiener Richard Mizen Jenny DuckhamSupervision is an essential constituent of analytic and psychotherapy training and a crucial part of ongoing professional development for all practitioners. In spite of this, little formal theory about supervision has been developed and, for the most part, learning to supervise has progressed using a simple apprenticeship model. Supervising and Being Supervised aims to rectify this situation. Jan Wiener, Richard Mizen and Jenny Duckham draw together contributions from a number of experienced Jungian analysts who supervise to explore key aspects of the supervisory experience with the aim of developing a theory for analytically-based work. Part One explores the nature of the supervisor-supervisee relationship, Part Two looks at a number of the settings and applications of supervision and Part Three examines problems that might occur in supervision. In the fourth and final part, and drawing on the previous chapters, the focus turns specifically to the challenges of developing a clear theory of supervision.
Supervising to Inspire Doctoral Researchers (Success in Research)
by Julie Reeves Dawn Duke Professor Pam DenicoloEarly careers researchers and academics receive little to no on-going training for providing support to doctoral students. In light of this, this book addresses the needs of prospective and current supervisors of doctoral students, by providing you with guidance on: • Engaging with the process of selecting researchers and developing reliable expectations, • Identifying the most effective supervisory style and your role in shaping students&’ skills, • How you can contribute to your students&’ progress and reflective practices, • Your role in the final assessment stages, and how your support can extend beyond their studies. Through a wide range of multidisciplinary case studies, you will find valuable guidance on how to support your students, and be empowered in the process.
Supervising to Inspire Doctoral Researchers (Success in Research)
by Julie Reeves Pam Denicolo Dawn DukeEarly careers researchers and academics receive little to no on-going training for providing support to doctoral students. In light of this, this book addresses the needs of prospective and current supervisors of doctoral students, by providing you with guidance on: • Engaging with the process of selecting researchers and developing reliable expectations, • Identifying the most effective supervisory style and your role in shaping students’ skills, • How you can contribute to your students’ progress and reflective practices, • Your role in the final assessment stages, and how your support can extend beyond their studies. Through a wide range of multidisciplinary case studies, you will find valuable guidance on how to support your students, and be empowered in the process.
Supervision In The Hospitality Industry
by John R. Walker Jack E. MillerSupervision in the Hospitality Industry, 8th Edition focuses on the different roles of employees from beginning leaders, newly promoted supervisor, or anyone planning a career in the hospitality field. A market leader, this text is widely used by thousands of students training for a career in the hospitality industry and current hospitality supervisors alike. Supervision is unique in that it does not solely rely on the supervisor’s point of view; instead, it considers the viewpoints of all levels of associates to create an informed picture of management and supervision in the hospitality industry.
Supervision Matters: 100 Bite-Sized Ideas to Transform You and Your Team
by Rita SeverSupervision is a critical function of leadership that is often overlooked, and yet the quality of supervision is often what makes or breaks a leader—and an organization. Supervision Matters is full of bite-size ideas for how to become a more effective supervisor, including advice on how to be clear about expectations, giving helpful feedback, manage yourself, and more. Each chapter is structured around how you approach a part of your work as a supervisor: how you talk, how you think about others, how you run meetings, how you lead, and more. Whether you’re a front-line supervisor or a CEO, this book will help you sharpen your skills and improve morale by transforming your supervision skills into user-friendly tactics that work.
Supervision Today!
by Stephen Robbins David DeCenzo Robert WolterAppropriate for Supervision, Supervision Management, and Intro to Management Fundamental Management Skills for the Contemporary Workplace Known as one of the most effective books on management, Supervision Today helps students build an understanding of supervising through real-life concepts, examples, and practice. It’s lively, conversational tone and full-color design engages students and helps capture the reality and excitement of the supervisor’s job. Using a “student-friendly” approach, Supervision Today covers the essential and traditional elements of managing others with a strong focus on applied and practical skills. The Eighth Edition continues to be rich in instructional aids and experiential opportunities. Concentrating on the evolving roles supervisors must embrace in the current work environment, Supervision Today includes new information on employee engagement; sustainability; technological advances; work, life, and family balance; workplace diversity; supervising global teams; and more.
Supervision in Coaching: Supervision, Ethics and Continuous Professional Development
by Jonathan PassmoreCoaching is rapidly growing from a young, emerging profession to one that is becoming more established on a global scale. As professional coaching grows, so does the need for a more formulated approach to regulation, ethics and individual development. In order for coaches to develop their skills and knowledge they need to make continual professional development and supervision a core aspect of their practice.Published with the Association for Coaching, Supervision in Coaching examines how coaches can use a range of professional development tools to improve and develop their coaching. Written by a team of international coaching practitioners, it provides essential guidance on this increasingly key area of coaching practice. The authors provide advice on a range of topics, including approaches to supervision, managing ethical dilemmas, the role of regulation and licensing in coaching and the development of accreditation and professional standards.
Supervision in Social Work: Contemporary Issues
by Liz Beddoe Jane MaidmentSupervision is currently a "hot topic" in social work. The editors of this volume, both social work educators and researchers, believe that good supervision is fundamental to the development and maintenance of effective practice in social work. Supervision is seen as a key vehicle for continuing development of professional skills, the safeguarding of competent and ethical practice and oversight of the wellbeing of the practitioner. As a consequence the demand for trained and competent supervisors has increased and a perceived gap in availability can create a call for innovation and development in supervision. This book offers a collection of chapters which contribute new insights to the field. Authors from Australia and New Zealand, where supervision inquiry is strong, offer research-informed ideas and critical commentary with a dual focus on supervision of practitioners and students. Topics include external and interprofessional supervision, retention of practitioners, practitioner resilience and innovation in student supervision. This book will be of interest to supervisors of both practitioners and students and highly relevant to social work academics. This book was originally published as a special issue of Australian Social Work.
Supervision in the Hospitality Industry: Applied Human Resources (Fifth Edition)
by John R. Walker Karen Eich Drummond Jack E. MillerThis Fifth Edition provides comprehensive coverage of the principles, theories, human relations techniques, and decision-making skills that are required to manage a workforce to profitable results. It helps managers satisfy obligations to owners, customers, and employees while maintaining a positive work climate, developing job expectations, disciplining marginal employees, and addressing workplace diversity.
Supervision in the Legal Profession
by Michael John McNamaraThis book is about supervision in the legal profession with a focus on the experience of novice lawyers. It is the first of its kind. Until now there have been a range of books dedicated to professional supervision in many disciplines, but not law. Supervision is an important link between formal university-based legal education and independent practice and is relevant to a range of contemporary legal practice issues including changes driven by technology, workplace culture, regulating law firm management, and well-being. This book aims to be scholarly and practical. It provides an overview of how supervision is positioned in the legal regulatory framework; it describes how supervision is conceived in the legal profession and practice management literature; and draws lessons from clinical legal education and other professional disciplines. By reporting on survey data, this book also provides insights into practitioners’ attitudes and perceptions about supervision in legal practice.
Supervision of Police Personnel (Eighth Edition)
by Nathan F. Iannone Marvin D. Iannone Jeff BernsteinThe must-read text for criminal justice students, prospective police supervisors, and police promotional exams. Supervision of Police Personnel, Eighth Edition, offers complete coverage of the principles and practices of police supervision for leadership training of supervisors in law enforcement and allied fields. This newly updated text explores relationships involved in individual and group management methods and the practical techniques for carrying out the various responsibilities of the police supervisor. Discussions focus on real issues faced by police supervisors in interpersonal, operational, and administrative relationships. Written by experienced police officers, the text presents time-tested content that is an indispensible resource for promotional exams.
Supervision: Concepts and Practices of Management (Eleventh Edition)
by Raymond L. Hilgert Edwin C. LeonardSUPERVISION: CONCEPTS AND PRACTICES OF MANAGEMENT, 11E helps readers develop the key supervisory skills that will make the difference in today's rapidly changing business world. This comprehensive, single source for supervision success combines proven, traditional management principles and up-to-the-minute leadership insights with innovative, everyday practices and proven skill-building applications. The latest edition taps into the author's wealth of first-hand business experience to explore some of today's most pressing business topics, including globalization, managing through economic turbulence, transitional and temporary workers, virtual employees, technology and its effects on supervision, outsourcing and downsizing, diversity, and ethics. Readers experience, rather than simply read about, today's supervisory challenges as captivating cases as well as new video cases from actual well-known organizations throughout the text place students into the role of supervisor. Exercises and memorable examples help them better understand and refine interpersonal communication, decision-making, conflict resolution and the other supervisory skills most important for leading individuals and teams to success.
Supervisory Control of Discrete-Event Systems (Communications and Control Engineering)
by Kai Cai W. Murray WonhamThis book shows how supervisory control theory (SCT) supports the formulation of various control problems of standard types, like the synthesis of controlled dynamic invariants by state feedback, and the resolution of such problems in terms of naturally definable control-theoretic concepts and properties, like reachability, controllability and observability. It exploits a simple, abstract model of controlled discrete-event systems (DES) that has proved to be tractable, appealing to control specialists, and expressive of a range of control-theoretic ideas. It allows readers to choose between automaton-based and dually language-based forms of SCT, depending on whether their preference is for an internal-structural or external-behavioral description of the problem. The monograph begins with two chapters on algebraic and linguistic preliminaries and the fundamental concepts and results of SCT are introduced. To handle complexity caused by system scale, architectural approaches—the horizontal modularity of decentralized and distributed supervision and the vertical modularity of hierarchical supervision—are introduced. Supervisory control under partial observation and state-based supervisory control are also addressed; in the latter, a vector DES model that exploits internal regularity of algebraic structure is proposed. Finally SCT is generalized to deal with timed DES by incorporating temporal features in addition to logical ones. Researchers and graduate students working with the control of discrete-event systems or who are interested in the development of supervisory control methods will find this book an invaluable aid in their studies. The text will also be of assistance to researchers in manufacturing, logistics, communications and transportation, areas which provide plentiful examples of the class of systems being discussed.
Supervisory Control of Discrete-Event Systems (Communications and Control Engineering)
by Kai Cai W. Murray WonhamThis book shows how supervisory control theory (SCT) supports the formulation of various control problems of standard types, like the synthesis of controlled dynamic invariants by state feedback, and the resolution of such problems in terms of naturally definable control-theoretic concepts and properties, like reachability, controllability and observability. It exploits a simple, abstract model of controlled discrete-event systems (DES) that has proved to be tractable, appealing to control specialists, and expressive of a range of control-theoretic ideas. It allows readers to choose between automaton-based and dually language-based forms of SCT, depending on whether their preference is for an internal-structural or external-behavioral description of the problem. The monograph begins with two chapters on algebraic and linguistic preliminaries and the fundamental concepts and results of SCT are introduced. To handle complexity caused by system scale, architectural approaches—the horizontal modularity of decentralized and distributed supervision and the vertical modularity of hierarchical supervision—are introduced. Supervisory control under partial observation and state-based supervisory control are also addressed; in the latter, a vector DES model that exploits internal regularity of algebraic structure is proposed. Finally SCT is generalized to deal with timed DES by incorporating temporal features in addition to logical ones. Researchers and graduate students working with the control of discrete-event systems or who are interested in the development of supervisory control methods will find this book an invaluable aid in their studies. The text will also be of assistance to researchers in manufacturing, logistics, communications and transportation, areas which provide plentiful examples of the class of systems being discussed.
Superwrite: Alphabetic Writing System, Office Professional (Volume 1, 2nd Edition)
by A. James Lemaster John BaerVolume One introduces SuperWrite theory and beginning transcription principles. The step-by-step approach to writing principles guides students to alphabetic writing success. Eight lessons develop personal success factors such as goal-setting, problem-solving, time management, attendance, and promptness. Updated keyboarding style references reflect current business practices.
Supplier Diversity For Dummies
by Kathey K. PorterExtend the principles of diversity and inclusion to your company's suppliers Many people are familiar with the importance of ensuring and advancing inclusion, equity, and diversity amongst their employees and managers. But do your efforts include supplier diversity—an equally as important and essential part of any holistic diversity effort? In Supplier Diversity For Dummies, nationally recognized small business strategist and economic inclusion and supplier diversity expert Kathey Porter delivers an empowering and informative guide to implementing this integral part of any robust inclusion initiative: supplier diversity. You'll understand the relevance of supplier diversity and why it's important to encourage equal opportunity for diverse suppliers and businesses owned and managed by underrepresented groups. In this book, you'll also find: The answers to your most pressing questions about how to build a coherent and sustainable supplier diversity program Ways to contribute more fully to your company's diversity and inclusion functions Strategies to position supplier diversity as a central function in your organization Perfect for company buyers, purchasing and procurement professionals, material management executives, strategic souring professionals and supplier diversity practitioners, Supplier Diversity For Dummies is a must-read resource for supply chain professionals, diversity and inclusion leaders and anyone looking to increase their proficiency in supplier diversity, improve supply chain inclusivity and increase their social impact.
Supplier Relationship Management
by Jonathan O'BrienSupplier Relationship Management (SRM) is a strategic and structured approach to identify, and maximise value from, key and strategic suppliers. This book is a practical guide for anyone wanting to understand and implement the right approaches to get the most from the supply base. It is not about creating complex systems that require an army to support them but about developing clarity of focus so you are able to direct what resources you have at the suppliers who can make the biggest difference to your organization now and in the future.
Supplier Relationship Management: Unlocking the Hidden Value in Your Supply Base
by Jonathan O'BrienSupplier Relationship Management enables organizations to secure vast value from their supply base by determining the suppliers that are important or hold potential and, based upon what makes them important or even strategic, putting in place interventions unique to each supplier to unlock real tangible benefits. This second edition delivers a framework of resources for anyone who manages or interfaces with important suppliers, for contract management, to understand and manage the supply chain or to establish joint, collaborative relationships with the critical few strategic suppliers who can help bring new competitive advantage. A proven approach for supply base segmentation is included, together with tools and approaches for supplier performance measurement and driving improvements. Written by an award-winning author and leading practitioner in the field, the fully revised second edition of Supplier Relationship Management clarifies links between procurement and supply chain management, and explains how 'The Orchestra of SRM®'approach helps design a highly effective SRM program that will give the greatest return for our efforts. "This book is an ideal companion to Category Management in Purchasing and Negotiation for Procurement Professionals, also published by Kogan Page. Used together, these books provide a complete and powerful strategic purchasing toolkit."
Supplier Relationship Management: Unlocking the Value in Your Supply Base
by Jonathan O'BrienEffective supplier relationship management enables organizations to unlock value from their supply base and reap tangible benefits. With practical tips and a proven approach, this is the guide to understanding how to maximize the potential of suppliers to gain a competitive advantage, get more innovation and drive sustainability.Supplier Relationship Management explains the importance of ongoing supplier management, how to measure and improve their performance, and for the critical few that can make a dramatic difference to our organization, drive in and future-proof strategic collaborative relationships. The Orchestra of SRM® framework, coupled with expert tips, tools and resources, delivers clear guidance on how to design an effective supplier relationship management program, with maximum return on time and investment.Written by leading procurement expert, Jonathan O'Brien, this third edition offers new content on how to adapt to the huge changes we have seen across supply bases in recent years, and the new risks and challenges organizations face in managing key suppliers. It includes new information on driving sustainability, the future of the supply base, and how to secure more innovation from our suppliers. Supplier segmentation is outlined in more detail and there is new information on how companies are managing supply chains, and the impacts of this in practice. A practical guide to unlock the new value from your key suppliers in a changing world.
Supplies Management for Health Services (Routledge Revivals)
by Stanley HymanFirst published in 1979, Supplies Management for Health Services looks at the characteristics and problems of hospital suppliers and examines the way in which the hospital and the National Health Service deal with supplies problems and relations with suppliers. Beginning with a description of the National Health Service and its supplies’ organisations and the role of the Department of Health and Social Security in this field, the book then reports on the detailed studies made over two years of the supplies’ problems of ten London area health authorities and ten London manufacturers of medical equipment. The NHS situation is then contrasted with the supplies’ situation in three non-health organisations and with the health supplies situation in France and West Germany. The final part of the book analyses the information obtained, proposes a means of assessing supplies systems, and evaluates the NHS situation. This is followed by the realistic proposals for reform, advocating a system similar to that used in British defence services, based on a central procurement agency, close cooperation with private manufacturers, and manufacture by government where necessary. This book will surely interest students of economics and global health.
Supply Chain 4.0: Improving Supply Chains with Analytics and Industry 4.0 Technologies
by Vasileios Zeimpekis Ioannis Minis Dr Emel Aktas Professor Michael Bourlakis'Supply Chain 4.0' has introduced automation into logistics and supply chain processes, exploiting predictive analytics to better match supply with demand, optimizing operations and using the latest technologies for the last mile delivery such as drones and autonomous robots. Supply Chain 4.0 presents new methods, techniques, and information systems that support the coordination and optimization of logistics processes, reduction of operational costs as well as the emergence of entirely new services and business processes.This edited collection includes contributions from leading international researchers from academia and industry. It considers the latest technologies and operational research methods available to support smart, integrated, and sustainable logistics practices focusing on automation, big data, Internet of Things, and decision support systems for transportation and logistics. It also highlights market requirements and includes case studies of cutting-edge applications from innovators in the logistics industry.
Supply Chain Agility and Innovation: Evidence from the Service Industry
by Eias Al Humdan Yangyan Shi Masud BehniaThis book critically examines the concept of 'supply chain agility' (SCA) in a novel context, shedding light on its implications for executives and professionals. While much literature has explored SCA in manufacturing, this book pioneers a comprehensive exploration of its application in the service sector, an often-overlooked domain in operations management, supply chain management, and innovation literature. The analysis, based on data from 245 service firms in Australia, employs a unique approach, revealing a positive relationship between firm innovativeness and SCA, with SCA in turn positively impacting firm performance. By bridging gaps in previous research, this book offers conceptual, methodological, and empirical contributions, emphasizing the critical role of innovation in achieving SCA, particularly in uncertain contexts. It provides valuable insights for firms navigating the service economy, offering a holistic examination of the benefits of SCA and empirically validating its role in managing market changes cost-effectively for a competitive advantage. The findings encourage a re-evaluation of firm performance, urging business professionals and managers to adopt a comprehensive perspective. The insights presented serve as a valuable tool for measurement, estimation, assessment, and benchmarking—key drivers for improving and predicting performance in dynamic supply chain environments. Overall, this book is a timely and essential resource for those seeking to understand and enhance supply chain agility in the evolving landscape of the service industry.
Supply Chain Analytics: An Uncertainty Modeling Approach (Springer Texts in Business and Economics)
by Işık BiçerThis textbook offers a detailed account of analytical models used to solve complex supply chain problems. It introduces a unique risk analysis framework that helps the reader understand the sources of uncertainties and use appropriate models to improve decisions in supply chains. This framework illustrates the complete supply chain for a product and demonstrates the supply chain's exposure to demand, supply, inventory, and financial risks. Step by step, this book provides a detailed examination of analytical methods that optimize operational decisions under different types of uncertainty. It discusses stochastic inventory models, introduces uncertainty modeling methods, and explains methods for managing uncertainty. To help readers deepen their understanding, it includes access to various supplementary material including an online interactive tool in Python. This book is intended for undergraduate and graduate students of supply chain management with a focus on supply chain analytics. It also prepares practitioners to make better decisions in this field.
Supply Chain Analytics: Concepts, Techniques and Applications
by Kurt Y. LiuThis innovative new core textbook, written by an experienced professor and practitioner in supply chain management, offers a business-focused overview of the applications of data analytics and machine learning to supply chain management. Accessible yet rigorous, this text introduces students to the relevant concepts and techniques needed for data analysis and decision making in modern supply chains and enables them to develop proficiency in a popular and powerful programming software. Suitable for use on upper-level undergraduate, postgraduate and MBA courses in supply chain management, it covers all of the major supply chain processes, including managing supply and demand, warehousing and inventory control, transportation and route optimization. Each chapter comes with practical real-world examples drawn from a range of business contexts, including Amazon and Starbucks, case study discussion questions, computer-assisted exercises and programming projects.