A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning provides these, developing methods that can automatically detect patterns in data and then use the uncovered patterns to predict future data. This textbook offers a comprehensive and self-contained introduction to the field of machine learning, based on a unified, proba...

For second and third year introductory communication systems courses for undergraduates, or an introductory graduate course. This revision of Couch’s authoritative text provides the latest treatment of digital communication systems. The author balances coverage of both digital and analog communication systems, with an emphasis on design.

Students will gain a working knowledge of both classical mathematical and personal computer methods to analyze, design, and simulate modern communication s...

This darkest and most colorfully grotesque of Charles Dickens’s novels swirls around one of his most beloved and unsullied heroes, the orphan Oliver Twist.

One of the most swiftly moving and unified of Dickens’s great novels, Oliver Twist is also famous for its re-creation—through the splendidly realized figures of Fagin, Nancy, the Artful Dodger, and the evil Bill Sikes—of the vast nineteenth-century London underworld of pickpockets, thieves, prostitutes, and abandoned children. Vict...

A problem-based introduction to phonetics, with over three hundred exercises integrated into the text to help the student discover and practice the subject interactively. It assumes no previous knowledge of the subject and highlights and explains new terms and concepts when they are first introduced. Graded review questions and exercises at the end of every unit help the student monitor their own progress and further practice new skills, and there is frequent cross-referencing for the student...

English Unlimited is a six-level (A1 to C1) goals-based course for adults. Centred on purposeful, real-life objectives, it prepares learners to use English independently for global communication. Through universal topics and activities, and a focus on intercultural competence as a 'fifth skill', this international coursebook helps learners become more sensitive, more effective communicators.

Teaching natural, dependable language, and with CEF goals at its core, it brings real life into the cl...

Invaluable guidance for complete integration of sustainability into reporting and performance management systems Global businesses are under close scrutiny from lawmakers, regulators, and their diverse stakeholders to focus on sustainability and accept responsibility for their multiple bottom line performance. Business Sustainability and Accountability examines business sustainability and accountability reporting and their integration into strategy, governance, risk assessment, performance ma...

This primer on legal reasoning is aimed at law students and upper-level undergraduates. But it is also an original exposition of basic legal concepts that scholars and lawyers will find stimulating. It covers such topics as rules, precedent, authority, analogical reasoning, the common law, statutory interpretation, legal realism, judicial opinions, legal facts, and burden of proof.

In addressing the question whether legal reasoning is distinctive, Frederick Schauer emphasizes the formality an...

Responding to the growing need for integrative practice and the recent explosion of CBT, this book objectively compares and contrasts CBT and person-centred approaches. It subsequently shows how counsellors can incorporate relevant cognitive and behavioural skills into their work without betraying their humanistic values.

A comprehensive introduction for CBT & IAPT trainees and new practitioners, this textbook demonstrates how and why CBT can work effectively for children & young people in real world settings.