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Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Bus...
This handbook provides a thorough overview of the current state of knowledge in this area. The first part of the book includes nine surveys and tutorials on the principal data mining techniques that have been applied in education. The second part presents a set of 25 case studies that give a rich overview of the problems that EDM has addressed. With contributions by well-known researchers from a variety of fields, the book reflects the multidisciplinary nature of the EDM community. It helps education experts understand what types of questions EDM can address and helps data miners understand what types of questions are important to educational design and educational decision making.
In this provocative and now-classic work, Friedrich Engels explores the interrelated development of the family and the state from ancient society to the Victorian era. Drawing on new anthropological theories of his time, Engels argued that matriarchal communal societies had been overthrown by class society and its emphasis on private, not communal, property and monogamous, rather than polygamous, sexual organization. This historical development, Engels argued, constituted "the world-historic defeat of the female sex." A masterclass in the application of materialist thought to history and anthropology, and touching on love, monogamy, property, and the development of the human, this landmark work is still foundational in Marxist and socialist feminist theory.
There is one constant factor in the chaos of the markets and that constant is human psychology. In the Psychology of Finance readers are shown how the market's characteristics that arise can be interpreted and learnt from. This revised edition contains new examples and updates to charts. There is also a summary of the characteristics of each phase of the equity market, bear bottom, rise, bull peak, and decline. It includes an appendix covering the history of economic psychology Written in an extremely readable and enjoyable style it shows how psychology can drive movements in the prices of financial assets, breakdown key market phenomena, eg, irrational attitude changes in the individual, and their indicators.
Bioremediation refers to the clean‐up of pollution in soil, groundwater, surface water, and air using typically microbiological processes. It uses naturally occurring bacteria and fungi or plants to degrade, transform or detoxify hazardous substances to human health or the environment. For bioremediation to be effective, microorganisms must enzymatically attack the pollutants and convert them to harmless products. As bioremediation can be effective only where environmental conditions permit microbial growth and action, its application often involves the management of ecological factors to allow microbial growth and degradation to continue at a faster rate. Like other technologies, bioremed...
In education today, technology alone doesn't always lead to immediate success for students or institutions. In order to gauge the efficacy of educational technology, we need ways to measure the efficacy of educational practices in their own right. Through a better understanding of how learning takes place, we may work toward establishing best practices for students, educators, and institutions. These goals can be accomplished with learning analytics. Learning Analytics: From Research to Practice updates this emerging field with the latest in theories, findings, strategies, and tools from across education and technological disciplines. Guiding readers through preparation, design, and examples...
Since the 1950s, subsidiaries of the most prestigious foreign multinationals have played a key role in Brazilian economic development, thus creating a very competitive domestic market. On top of this, government interventions in the last few decades have been inconsistent and contradictory, resulting in a series of economic crises. Only the most resilient Brazilian firms have been able to survive and prosper in this challenging environment. This book analyzes a variety of leading Brazilian multinationals and examines their competencies and competitive strategies in a variety of different settings. It develops an innovative analytical framework based on international business, international operations management, and international human resources management. This framework is then applied not only to Brazilian multinationals, but also firms from Latin America, Russia, India, and China. This provides novel insights into the rise of Brazilian multinationals and the increasingly important role played by emerging economy multinationals in the global economy.
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During the past two or three decades, research in cognitive science and psychology has yielded an improved understanding of the fundamental psychological nature of knowledge and cognitive skills that psychological testing attempts to measure. These theories have reached sufficient maturity, making it reasonable to look upon them to provide a sound theoretical foundation for assessment, particulary for the content of assessments. This fact, combined with much discontentedness over current testing practices, has inspired efforts to bring testing and cognitive theory together to create a new theoretical framework for psychological testing -- a framework developed for diagnosing learners' differ...