Pattern Classification Using Ensemble Methods

Designed as a textbook for a one or two-term introduction to mathematical statistics for students training to become data scientists, Foundations of Statistics for Data Scientists: With R and Python is an in-depth presentation of the topics in statistical science with which any data scientist should be familiar, including probability distributions, descriptive and inferential statistical methods, and linear modelling. The book assumes knowledge of basic calculus, so the presentation can focus on 'why it works' as well as 'how to do it.' Compared to traditional "mathematical statistics" textbooks, however, the book has less emphasis on probability theory and more emphasis on using software to implement statistical methods and to conduct simulations to illustrate key concepts. All statistical analyses in the book use R software, with an appendix showing the same analyses with Python.The book also introduces modern topics that do not normally appear in mathematical statistics texts but ar

Jazz Improvisation Using Simple Melodic Embellishment teaches fundamental concepts of jazz improvisation, highlighting the development of performance skills through embellishment techniques. Written with the college-level course in mind, this introductory textbook is both practical and comprehensive, ideal for the aspiring improviser, focused not on scales and chords but melodic embellishment. It assumes some basic theoretical knowledge and level of musicianship while introducing multiple techniques, mindful that improvisation is a learned skill as dependent on hard work and organized practice as it is on innate talent.This jargon-free textbook can be used in both self-guided study and as a course book, fortified by an array of interactive exercises and activities:musical examplesperformance exerciseswritten assignmentspractice gridsresources for advanced studyand more!Nearly all musical exercises-presented throughout the text in concert pitch and transposed in the appendices for E-fla

Cure Models: Methods, Applications and Implementation is the first book in the last 25 years that provides a comprehensive and systematic introduction to the basics of modern cure models, including es

Second Language Research: Methodology and Design is a clear, comprehensive overview of cure issues in L2 research. Authored by well-known scholars in SLA and supported by a wealth of examples from actual studies and extensive pedagogical resources, this book first introduces students to the key topics and debates in L2 research. It then guides readers step-by step through the research process - from basic principles and collection methods through study design, and reporting - to the point of being able to conduct their own research from beginning to end.This book is an essential text for students and novice researchers of SLA, applied linguistics, and second and foreign language teaching. Key FeaturesA wealth of graphics, visuals and exercises in each chapter. "Time to think" and "Time to do" boxes within chaptersHelpful glossary and extensive author and subject indicesNew to This EditionSubstantially reorganized chaptersSignificantly expanded chapters on qualitative and mixed methodsS

This book is a comprehensive treatise on infective and inflammatory pathologies of the cornea with corresponding clinical images and diagrammatic illustrations. Corneal infections and inflammations are a major cause of ocular morbidity and visual impairment. Early diagnosis and treatment can lead to improved visual outcome and quality of life.Both infectious (bacterial, fungal, viral and protozoan) and non-infectious keratitis that cause corneal vascularisation, scarring and vision loss are covered extensively. The illustrated clinical findings presented in the form of diagrams, photographs, cases and videos aim to serve as a practical teaching tool for fellows, trainees and practising ophthalmologists. KEY FEATURESFocuses on clinically relevant parts of corneal diseases, using illustrations with arrows indicating different pathologies and signsServes as a ready clinical compendium for trainees, fellows and ophthalmologistsExplores various corneal pathologies through a wealth of accomp

The field of fan studies has seen exponential growth in recent years and this companion brings together an internationally and interdisciplinarily diverse group of established scholars to reflect on the state of the field and to point to new research directions. Engaging an impressive array of media texts and formats and incorporating a variety of methodologies, this collection is organized into six main sections: methods and ethics, technologies and practices, identities, race and transcultural fandom, industry, and futures. Each section concludes with a conversation among some of the field's leading scholars and industry insiders to address a wealth of questions relevant to each section topic.