This book is a comprehensive, hands-on guide to the basics of data mining and machine learning with a special emphasis on supervised and unsupervised learning methods. The book lays stress on the new ways of thinking needed to master in machine learning based on the Python, R, and Java programming platforms. This book first provides an understanding of data mining, machine learning and their applications, giving special attention to classification and clustering techniques. The authors offer a discussion on data mining and machine learning techniques with case studies and examples. The book also describes the hands-on coding examples of some well-known supervised and unsupervised learning techniques using three different and popular coding platforms: R, Python, and Java. This book explains some of the most popular classification techniques (K-NN, Naïve Bayes, Decision tree, Random forest, Support vector machine etc,) along with the basic description of artificial neural network and deep neural network. The book is useful for professionals, students studying data mining and machine learning, and researchers in supervised and unsupervised learning techniques.
This book covers various cutting-edge computing technologies and their applications over data. It discusses in-depth knowledge on big data and cloud computing, quantum computing, cognitive computing, and computational biology with respect to different kinds of data analysis and applications. In this book, authors describe some interesting models in the cloud, quantum, cognitive, and computational biology domains that provide some useful impact on intelligent data (emotional, image, etc.) analysis. They also explain how these computing technologies based data analysis approaches used for various real-life applications. The book will be beneficial for readers working in this area.
This book covers various cutting-edge computing technologies and their applications over data. It discusses in-depth knowledge on big data and cloud computing, quantum computing, cognitive computing, and computational biology with respect to different kinds of data analysis and applications. In this book, authors describe some interesting models in the cloud, quantum, cognitive, and computational biology domains that provide some useful impact on intelligent data (emotional, image, etc.) analysis. They also explain how these computing technologies based data analysis approaches used for various real-life applications. The book will be beneficial for readers working in this area.
This book is a comprehensive, hands-on guide to the basics of data mining and machine learning with a special emphasis on supervised and unsupervised learning methods. The book lays stress on the new ways of thinking needed to master in machine learning based on the Python, R, and Java programming platforms. This book first provides an understanding of data mining, machine learning and their applications, giving special attention to classification and clustering techniques. The authors offer a discussion on data mining and machine learning techniques with case studies and examples. The book also describes the hands-on coding examples of some well-known supervised and unsupervised learning techniques using three different and popular coding platforms: R, Python, and Java. This book explains some of the most popular classification techniques (K-NN, Naïve Bayes, Decision tree, Random forest, Support vector machine etc,) along with the basic description of artificial neural network and deep neural network. The book is useful for professionals, students studying data mining and machine learning, and researchers in supervised and unsupervised learning techniques.
Developing an Effective Model for Detecting Trade-Based Market Manipulation determines an appropriate model to help identify stocks witnessing activities that are indicative of potential manipulation through three separate but related studies.
Wireless communication is one of the fastest growing fields in the engineering world today. Rapid growth in the domain of wireless communication systems, services and application has drastically changed the way we live, work and communicate. Wireless communication offers a broad and dynamic technological field, which has stimulated incredible excitements and technological advancements over last few decades. The expectations from wireless communication technology are increasing every day. This is placing enormous challenges to wireless system designers. Moreover, this has created an ever increasing demand for conceptually strong and well versed communication engineers who understand the wireless technology and its future possibilities. In recent years, significant progress in wireless communication system design has taken place, which will continue in future. Especially for last two decades, the research contributions in wireless communication system design have resulted in several new concepts and inventions at remarkable speed. A text book is indeed required to offer familiarity with such developments and underlying concepts, to be taught in the classroom to future engineers. This is one of the motivations for writing this book. Practically no book can be up to date in this field, due to the fast ongoing research and developments. The new developments are announced almost every day. Teaching directly from the research papers in the classroom cannot build the necessary foundation. Therefore need for a textbook is unavoidable, which is integral to learning, and is an essential source to build the concept. The prime goal of this book is to cooperate in the learning process.
This atlas is a comprehensive guide to interventional pain management procedures. Divided into 11 sections, the book begins with an overview of the subject, covering radiological anatomy, common image-guided procedures, radiation protection, MRI, protocols, and more. Each of the following sections covers procedures for pain management in different parts on the body, including head and neck, cervical spine, chest and thorax, lumbosacral spine; as well as neuromodulation, and peripheral and sympathetic blocks. The final chapters examine ultrasound guided block and ultrasound guided dry needling. Presented in bullet point style, each topic follows a step by step approach, explaining indications, contraindications, equipment, and procedural techniques. Edited by recognised experts from India, the UK and the US, and with contributions from leading international experts, this book is highly illustrated with radiological images and figures. Access to procedural videos via a QR code is also included with the atlas.
Elements of Artificial Neural Networks provides a clearly organized general introduction, focusing on a broad range of algorithms, for students and others who want to use neural networks rather than simply study them. The authors, who have been developing and team teaching the material in a one-semester course over the past six years, describe most of the basic neural network models (with several detailed solved examples) and discuss the rationale and advantages of the models, as well as their limitations. The approach is practical and open-minded and requires very little mathematical or technical background. Written from a computer science and statistics point of view, the text stresses links to contiguous fields and can easily serve as a first course for students in economics and management. The opening chapter sets the stage, presenting the basic concepts in a clear and objective way and tackling important -- yet rarely addressed -- questions related to the use of neural networks in practical situations. Subsequent chapters on supervised learning (single layer and multilayer networks), unsupervised learning, and associative models are structured around classes of problems to which networks can be applied. Applications are discussed along with the algorithms. A separate chapter takes up optimization methods. The most frequently used algorithms, such as backpropagation, are introduced early on, right after perceptrons, so that these can form the basis for initiating course projects. Algorithms published as late as 1995 are also included. All of the algorithms are presented using block-structured pseudo-code, and exercises are provided throughout. Software implementing many commonly used neural network algorithms is available at the book's website. Transparency masters, including abbreviated text and figures for the entire book, are available for instructors using the text.
For every story of optimism about the growth of medical tourism to India, there are multiple others about medical neglect. Scratch the surface and you find a thick layer of corruption in this life-sustaining sector. This hard-hitting volume shows a mirror to society and, more specifically, to those associated with the health sector—on how healers, in many cases, are shifting shape to becoming predators. In the essays by contributors from within and outside the medical fraternity, we see the many faces, the many facets of corruption—from exorbitant billing by corporate hospitals to the non-merit-based selection in medical colleges to questionable motives playing strong in the area of organ transplantation. But Healers or Predators? is not only about the illness affecting the sector. It also offers solutions, and some stories of hope. The Foreword by Amartya Sen is an added bonus. ‘This splendid, if depressing, book will do a lot to remedy [the] momentous neglect [of healthcare]. We have excellent reasons to be grateful to the authors and editors of this important collection of investigative studies.’—Amartya Sen
Subject Lessons offers a fascinating account of how western knowledge “traveled” to India, changed that which it encountered, and was itself transformed in the process. Beginning in 1835, India’s British rulers funded schools and universities to disseminate modern, western knowledge in the expectation that it would gradually replace indigenous ways of knowing. From the start, western education was endowed with great significance in India, not only by the colonizers but also by the colonized, to the extent that today almost all “serious” knowledge about India—even within India—is based on western epistemologies. In Subject Lessons, Sanjay Seth’s investigation into how western knowledge was received by Indians under colonial rule becomes a broader inquiry into how modern, western epistemology came to be seen not merely as one way of knowing among others but as knowledge itself. Drawing on history, political science, anthropology, and philosophy, Seth interprets the debates and controversies that came to surround western education. Central among these were concerns that Indian students were acquiring western education by rote memorization—and were therefore not acquiring “true knowledge”—and that western education had plunged Indian students into a moral crisis, leaving them torn between modern, western knowledge and traditional Indian beliefs. Seth argues that these concerns, voiced by the British as well as by nationalists, reflected the anxiety that western education was failing to produce the modern subjects it presupposed. This failure suggested that western knowledge was not the universal epistemology it was thought to be. Turning to the production of collective identities, Seth illuminates the nationalists’ position vis-à-vis western education—which they both sought and criticized—through analyses of discussions about the education of Muslims and women.
Homeland Insecurities' engages with the impact of counterinsurgency, migration, and conflicts arising out of demands for autonomy in Assam, Northeast India. It asks three sets of related questions: (a) what are the origins of demands for ethnic homelands? (b) why does migration continue to be such an overarching oeuvre in political discourse in Assam and how does one engage with new forms of mobility? (c) how does a society recover from counterinsurgency and what are the new forms of militarisation that are emerging in the present? Working on the main argument that demands for autonomy and social justice have been central themes that have been historically articulated in Assam, it shows the tensions that arise in explanations about causes of conflict in the state. These tensions, I argue, are best understood through a critical engagement with everyday politics of organisations and individuals working on the ground. Although there is a general tendency to read conflict in Assam through the lenses of ethnicity and development, nevertheless there is evidence to show that affect offers an additional analytical tool because of its ability to offer a layered, sometimes paradoxical account of events and situations that cause conflicts in the region.
This book highlights the impact of nutrients on early placentation processes and their relevance for fetal growth and pregnancy outcome. The role of maternal nutrition on fetal growth and development has been evidenced in many epidemiological studies that included infamous Dutch famine, Helsinki Birth cohort and others. Fetal programming hypothesis states that the nutritional and other environmental conditions under which an individual develops from pre-conception to birth has a major impact on the future health of the newborn child. The developmental environment of the fetus is primarily dependent on two major factors that are maternal nutritional state (excess/low/imbalance) and placental function. Placentation is characterized by the extensive remodeling of the maternal uterine vasculature producing low-resistance blood vessels that facilitate the exchange of nutrients and wastes between the mother and the fetus. Cellular and molecular mechanisms involved in human placental blood vessel formation, which are now well established, are discussed.
The present book investigates various dimensions of environmental protection and degradation. It contain original and review research articles from science as well as literature fields. Broadly speaking it covers the areas like environmental degradation, issues of pollution, geo-environmental predicament, Eco criticism and environmental consciousness in English literature. The main purpose of the book is to investigate present predicament of environmental degradation and to discuss the possible solutions in a scientific way for the protection of environment. At present the books available on the topic of environmental protection does not cover all the dimensions and most of them are particular path oriented like resources on biodiversity, pollution, etc. the present book fulfils this lacuna and explores environment from various perspectives in a scientific way. The book also discusses reflection of environmental consciousness in literature. Since environmental degradation and protection is a multi-layered phenomenon, this book will be helpful to the teachers, students and researchers who wish to understand various dimensions of the environmental issues with possible scientific solutions.
The third volume of Recent Advances in Dermatology has been fully revised to bring clinicians and trainees fully up to date with the latest advances in dermatology, with emphasis on etiology, clinical features, diagnosis and treatment. Each chapter examines a different skin ailment – topics include alopecia, scabies, infant haemangiomas, chemical leukoderma and subcutaneous mycosis. A complete chapter is dedicated to non-venereal male genital lesions, often misdiagnosed as STDs. The final chapters discuss treatment methods including drugs and lasers. Key points Fully revised new volume bringing trainees and clinicians fully up to date with latest advances in dermatology Covers numerous different skin ailments with emphasis on etiology, clinical features, diagnosis and treatment Includes more than 120 clinical photographs, illustrations and tables Previous volume published in 2007
Evolution is an exquisite artist, even if an unconscious one.'- Eric Dinerstein The leopard is perhaps one of the world's most beautiful creatures. The spots on its body are even romantically called 'rosettes'. It is social but solitary, inconspicuous but significant in numbers, large but elusive, and does not fit any of the pigeonholes of large-cat conservation. In India, the leopard is a poster boy of the fight to preserve wildlife, but in many countries, it faces either ecological or local extinction. A worrying phenomenon, given that these cats carry out important ecosystem services that have not been fully understood yet. In Leopard Diaries: The Rosette in India, Sanjay Gubbi, who has studied and documented the leopard for nearly a decade, gives us a close look at this fascinating creature. From detailing its food habits to throwing new light on how the young are reared, from offering suggestions on tackling leopard-human conflict to imagining the future of this arresting animal, this book is a 360-degree view of the leopard, its ecological context, its fraught relationship with the human world, and how wildlife and human beings can find a way to co-exist.
Masculine cultures define urban cultures and are defined by them. A multidisciplinary analysis that explores urbanism, masculine anxieties and gender relations.
Despite 58 years experimentation with the policy of protective discrimination and planned development a large majority of the 80.2 million tribal people languish in abject poverty, landlessness, powerlessness, illiteracy and malnutrition. Being caught in the hangover of the strong patriarchic tradition the women of nearly 700 marginalized tribal communities find themselves highly exploited, subjugated and voiceless. The present book, first of its kind on tribes living in northern districts of West Bengal (popularly known as North Bengal), explores the areas of subjugation of tribal life and particularly that of the tribal women and analytically presents the case of tribal women in a tea garden locale in the Dooars region of Jalpaiguri district. The focus of the study has been education, i.e. how the tribes in general and tribal women in particular are doing in the field of education. The field of education is chosen because it is generally considered the most important force of empowerment, enlightenment and social transformation and because it provides us with a field to explore the areas of gender discrimination subsumed in tribal patriarchy. The book has approached the problem of tribal education and the gender question in education against the backdrop of the dialectics of dominant-subordinate relationship between the state and the dominant society on the one hand and the marginalized tribes on the other. The uniqueness of the book lies in its critical approach to the state-sponsored development strategies and its emphasis on a ‘cultural approach’ for a better understanding of the problem and for working out alternative development strategies for improving the educational status of the tribal communities. Sanjay K. Roy, Reader, Department of Sociology, North Bengal University, West Bengal, had his Ph. D. from Delhi School of Economics, Delhi University, and pursued post-Doctoral research at the University of Sussex (UK) and University of Wollongong (Australia). Dr Roy has edited a volume on Refugees and Human Rights (2001) and contributed a good number of research papers to the leading journals, volumes and to national and international seminars/workshops. His areas of interest include sociological theories, urban poor, refugee studies, political sociology and gender studies. Dr Roy has completed a number of research projects; the latest being Gender Profile of Tribes of North Bengal, which has been carried out for the Centre for Women’s Studies, North Bengal University.
An excellent book for commerce students appearing in competitive, professional and other examinations. 1. Management—Meaning, Characteristics and Functional Area, 2. Management—Nature, Principles, Levels and Limitations, 3. Functions of Management and Managerial Roles, 4. Development of Management Thought, 5. Planning, 6. Types of Plans and Corporate Planning, 7. Management By Objectives (M.B.O.), 8. Decision-Making, 9. Environment Analysis and Diagnosis, 10. Nature and Process of Organisation, 11. Organisation Structure and Forms of Organisation, 12. Departmentation, 13. Authority, Responsibility and Delegation of Authority, 14. Centralisation and Decentralisation, 15. Direction—Concept and Techniques, 16. Managerial Control, 17. Techniques of Control, 18. Motivation, 19. Leading and Leadership, 20. Co-ordination—Meaning and Nature, 21. Communication, 22. Management of Change
An excellent book for commerce students appearing in competitive, professional and other examinations. CONTENT 1. Management—Meaning, Characteristics and Functional Area, 2. Management—Nature, Principles, Levels and Limitations, 3. Functions of Management and Managerial Roles, 4. Development of Management Thought, 5. Planning, 6. Types of Plans and Corporate Planning, 7. Management By Objectives (M.B.O.), 8. Decision-Making, 9. Environment Analysis and Diagnosis, 10. Nature and Process of Organisation, 11. Organisation Structure and Forms of Organisation, 12. Departmentalize, 13. Authority, Responsibility and Delegation of Authority, 14. Centralization and Decentralization, 15. Direction—Concept and Techniques, 16. Managerial Control, 17. Techniques of Control, 18. Motivation, 19. Leading and Leadership, 20. Co-ordination—Meaning and Nature, 21. Communication, 22. Management of Change. SYLLABUS Unit I : Introduction, Concepts, Objectives, Nature, Scope and significance of management, Evolution of management thought, Contribution- Taylor, Weber and Fayol management. Unit II : Planning : Concept, Objectives, Nature, Limitation, Process of planning, Importance, Forms, Techniques and Process of decision making. Unit III : Organizing : Concept, Objectives, Nature of organizing, Types of Organization, Delegation of authority, Authority and responsi-bilities, Centralization and Decentralization, Span of Control. Unit IV : Directing : Concept, Principles & Techniques of directing and Coordination, Concept of leadership-Meaning, Importance, Styles, Supervision, Motivation, Communication. Unit V : Controlling : Concept, Principles, Process and Techniques of Controlling, Relationship between planning and Controlling.
An excellent book for commerce students appearing in competitive, professional and other examinations.1. Management Concept : Meaning, Definitions and Need, 2. Managerial Functions, 3. Co-ordination : Meaning and Nature, 4. Evolution of Management Thought, 5. Management by Objectives (M.B.O.), 6. Planning, 7. Types of Plans and Corporate Planning, 8. Environmental Analysis and Business Environment, 9. Decisions-Making, 10. Nature and Process of Organisation, 11. Span of Control and Centralization and Decentralization of Authority, 12. Authority and Delegation of Authority, 13. Organizations Structure and Forms of Organisation, 14. Staffing, 15. Motivation, 16. Leadership, 17. Communication, 18. Managerial Control, 19. Techniques of Control and Emerging Issues in Management, 20. Direction—Concept and Techniques.
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