Pattern Classification Using Ensemble Methods

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Using numerous examples with real data, this textbook closely integrates the learning of statistics with the learning of R. It is suitable for introductory-level learners, allows for curriculum flexibility, and includes, as an online resource, R-code script files for all examples and figures included in each chapter, for students to learn from and adapt and use in their future data analytic work. Other unique features created specifically for this textbook include an online R tutorial that introduces readers to data frames and other basic elements of the R architecture, and a CRAN library of datasets and functions that is used throughout the book. Essential topics often overlooked in other introductory texts, such as data management, are covered. The textbook includes online solutions to all end-of-chapter exercises and PowerPoint slides for all chapters as additional resources, and is suitable for those who do not have a strong background in mathematics.

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Connecting theory with numerical techniques using MATLAB®, this practical textbook equips students with the tools required to solve finite element problems. This hands-on guide covers a wide range of engineering problems through nine well-structured chapters including solid mechanics, heat transfer and fluid dynamics; equilibrium, steady state and transient; and 1-D, 2-D and 3-D problems. Engineering problems are discussed using case study examples, which are solved using a systematic approach, both by examining the steps manually and by implementing a complete MATLAB®code. This topical coverage is supplemented by discourse on meshing with a detailed explanation and implementation of 2-D meshing algorithms. Introducing theory and numerical techniques alongside comprehensive examples this text increases engagement and provides students with the confidence needed to implement their own computer codes to solve given problems.

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In this book, Madison N. Pierce analyzes the use of prosopological exegesis by the author of Hebrews in almost every major quotation of Scripture. She shows that the author uses Scripture in a consistent way that develops his characterization of God - Father, Son, and Spirit - and that results in a triune portrait of God in Hebrews. Offering a detailed reading of several passages, she also demonstrates how the author's portrayal of God is consistent with later theological developments. Pierce's method replaces atomistic approaches and allows readers to see a clear pattern of usage across the entire epistle. It offers researchers a tool for examining quotations of New Testament Scripture and will be of particular interest to those working in the field of trinitarian theology.

Deep learning is revolutionizing how machine translation systems are built today. This book introduces the challenge of machine translation and evaluation - including historical, linguistic, and applied context -- then develops the core deep learning methods used for natural language applications. Code examples in Python give readers a hands-on blueprint for understanding and implementing their own machine translation systems. The book also provides extensive coverage of machine learning tricks, issues involved in handling various forms of data, model enhancements, and current challenges and methods for analysis and visualization. Summaries of the current research in the field make this a state-of-the-art textbook for undergraduate and graduate classes, as well as an essential reference for researchers and developers interested in other applications of neural methods in the broader field of human language processing.

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This book is an exploration of the scope and methods used by Germany in its extermination and Germanization policy aimed at Polish children in the years 1939 to 1945. Children were sent to prisons and

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Physiologically Based Pharmacokinetic (PBPK) Modeling: Methods and Applications in Toxicology and Risk Assessment presents foundational principles, advanced techniques and applications of PBPK modelin

Using the metaphor of ‘constitutional space’, this thought-provoking book describes the confluence and convergence of powers in a constitutional system, comprised of the principled exercise of the leg

By examining white-collar crime scandals using the theory of convenience, Petter Gottschalk offers ways to improve the detection of crime signals and investigative skills in fraud examinations, as wel