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This book introduces both conceptual and procedural aspects of cutting-edge data science methods, such as dynamic data visualization, artificial neural networks, ensemble methods, and text mining. There are at least two unique elements that can set the book apart from its rivals. First, most students in social sciences, engineering, and business took at least one class in introductory statistics before learning data science. However, usually these courses do not discuss the similarities and differences between traditional statistics and modern data science; as a result learners are disoriented by this seemingly drastic paradigm shift. In reaction, some traditionalists reject data science alt...
This edited volume documents attempts to conduct systematic and prodigious research using multilevel analysis in educational settings, and present their findings and identify future research directions. It showcases the versatility of multilevel analysis, and elucidates the unique advantages in examining complex and wide-ranging educational issues. This book brings together leading experts around the world to share their works in the field, highlighting recent advances, creative and unique approaches, and innovative methods using multilevel modeling and theoretical and practical aspects of multilevel analysis in culturally and linguistically-diverse educational contexts.
• Provides detailed information on · the functions of assessment; · how to construct, administer, and interpret the results of teacher-developed assessment techniques; and · how to interpret the results of externally developed instruments such as standardized tests. • Both traditional and newer, alternative assessment techniques are covered. • Advantages and disadvantages of each assessment technique are discussed. • A companion website helps both instructors and students obtain additional information on topics of special interest to them. • Numerous examples of the principles and procedures make it easy for students to understand the material. • The highly practical nature of this book stems from the focus on how assessment intertwines with other everyday activities in classrooms. • Measurement theory and computational procedures that are unlikely to be used by classroom teachers are de-emphasized, producing a textbook that provides comprehensive coverage without being unnecessarily technical.
The aim of this book is to critically examine whether it is methodologically possible to combine mathematical rigor – topology with a systematic dialectical methodology in Hegel, and if so, to provide as result of my interpretation the outline of Hegel’s Analysis Situs, also with the proposed models (build on the topological manifold, cobordism, topological data analysis, persistent homology, simplicial complexes and graph theory, to provide an indication of how the merger of Hegel’s dialectical logic and topology may be instrumental to a systematic logician and of how a systematic dialectical logic perspective may help mathematical model builders.
What do the top church teams do to thrive together? Researchers and practitioners Ryan Hartwig and Warren Bird have discovered churches who have learned to thrive under healthy team leadership. Using actual church examples, this coaching tool presents their discoveries, culminating in five disciplines that will enable your team to thrive.
Fascinating illustrations contribute to this illuminating and award-winning account of how and why philosophy emerged and make it a must-read for any inquisitive thinker unsatisfied with prevailing assumptions on this timely and highly relevant subject. By taking the reader back to the Greek colonies of Southern Italy more than 500 years B.C., the author, with unparalleled insight, tells the story of the Pythagorean quest for otherwordly konwledge -- a tale of cultism, political conspiracies, and bloody uprisings that eventually culminate in tragic failure. The emerging hero is Parmenides, who introduces for the first time a technique for testing the truth of a statement that was not based on physical evidence or mortal sense-perception, but instead relied exclusively on the faculty we humans share with the gods: the ability to reason.
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