The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematica...

Internationally recognised as one of the leading texts in its field, this volume offers a comprehensive introduction to vocabulary for language teachers who would like to know more about the way vocabulary works. Two leading specialists make research and theory accessible, providing the background knowledge necessary for practitioners to make informed choices about vocabulary teaching and testing. This second edition retains the popular format of the first edition, and has been rewritten to t...

Co-Operative Action proposes a new framework for the study of how human beings create action and shared knowledge in concert with others by re-using transformation resources inherited from earlier actors: we inhabit each other's actions. Goodwin uses videotape to examine in detail the speech and embodied actions of children arguing and playing hopscotch, interactions in the home of a man with severe aphasia, the fieldwork of archaeologists and geologists, chemists and oceanographers, and lega...

This volume seeks to explain the political economy of the Abe government and the so-called 'Abenomics' economic policies. The Abe government represents a major turning point in postwar Japanese political economy. In 2019, Abe became the longest serving Prime Minister in Japanese history.

Abe's government stood out not only for its longevity, but also for its policies. Abe came to power promising to reinvigorate Japan's economy under the banner of Abenomics. He pursed a host of structural refo...

A lively introduction to morphology, this textbook is intended for undergraduates with relatively little background in linguistics. It shows students how to find and analyze morphological data and presents them with basic concepts and terminology concerning the mental lexicon, inflection, derivation, morphological typology, productivity, and the interfaces between morphology and syntax on the one hand and phonology on the other. By the end of the text students are ready to understand morpholo...

This is the first full-scale reference grammar of Classical Greek in English in a century. The first work of its kind to reflect significant advances in linguistics made in recent decades, it provides students, teachers and academics with a comprehensive yet user-friendly treatment. The chapters on phonology and morphology make full use of insights from comparative and historical linguistics to elucidate complex systems of roots, stems and endings.

The syntax offers linguistically up-to-date ...

The 18th edition of Daniel Jones's classic work is the definitive guide to contemporary English pronunciation. This new and fully updated edition contains over 230,000 pronunciations of words, names and phrases. In addition, it includes lively essays on aspects of pronunciation by leading experts in the field, a phonetics and phonology glossary and notes explaining the relationship between spellings and sounds

To this day, Japan's modern ascendancy challenges many assumptions about world history, particularly theories regarding the rise of the west and why the modern world looks the way it does. In this engaging new history, Brett L. Walker tackles key themes regarding Japan's relationships with its minorities, state and economic development, and the uses of science and medicine.

The book begins by tracing the country's early history through archaeological remains, before proceeding to explore life...

The field of performance studies embraces performance behaviour of all kinds and in all contexts, from everyday life to high ceremony. This volume investigates a wide range of performance behaviour - dance, ritual, conflict situation, sports, storytelling and display behaviour - in a variety of circumstances and cultures. It considers such issues as the relationship between training and the finished performance; whether performance behaviour is universal or culturally specific; and the relati...

With a new author team contributing decades of practical experience, this fully updated second edition textbook summarises the most critical decisions, techniques and steps in creating effective forecasting models. Includes all new theoretical and practical exercises geared at guiding students through the steps of creating forecasting models on their own.