This is intended to be a simple and accessible book on machine learning methods and their application in computational genomics and nanopore transduction detection. This book has arisen from eight years of teaching one-semester courses on various machine-learning, cheminformatics, and bioinformatics topics. The book begins with a description of ad hoc signal acquisition methods and how to orient on signal processing problems with the standard tools from information theory and signal analysis. A general stochastic sequential analysis (SSA) signal processing architecture is then described that implements Hidden Markov Model (HMM) methods. Methods are then shown for classification and clustering using generalized Support Vector Machines, for use with the SSA Protocol, or independent of that approach. Optimization metaheuristics are used for tuning over algorithmic parameters throughout. Hardware implementations and short code examples of the various methods are also described.

This volume is the first to explore the vibrant history of Magna Carta in Aotearoa New Zealand's legal, political and popular culture. Readers will benefit from in-depth analyses of the Charter's reception along with explorations of its roles in regard to larger constitutional themes. The common thread that binds the collection together is its exploration of what the adoption of a medieval charter as part of New Zealand's constitutional arrangements has meant - and might mean - for a Pacific nation whose identity remains in flux. The contributions to this volume are grouped around three topics: remembrance and memorialization of Magna Carta; the reception of the Charter by both Maori and non-Maori between 1840 and 2015; and reflection on the roles that the Charter may yet play in future constitutional debate. This collection provides evidence of the enduring attraction of Magna Carta, and its importance as a platform of constitutional aspiration.

The guide that takes the guesswork out of Fair Housing Act Accessibility Guidelines conformance

The Federal government is stepping up its enforcement of the Fair Housing Act Accessibility Guidelines, and failure to comply with these guidelines can result in a complaint for discriminatory housing practice. A Basic Guide to Fair Housing Accessibility enables building professionals to avoid these charges with clear, concise interpretations of the Guidelines and descriptive illustrations of proper conformance.

Inspired by the author’s HUD-sponsored review of nearly 400 built projects, this compact yet comprehensive guide reviews the guidelines for conformance with the seven basic design and construction requirements of the Fair Housing Amendments Act, from accessible building entrances to usable kitchens, and points out common conformance errors made by architects, builders, and developers.

This practical, easy-to-follow handbook:

• Demystifies accessibility guidelines and reduces the risk of litigation
• Explains which buildings and units are covered by the law
• Provides a compliance checklist for multifamily housing design and construction

Featuring only the facts and technical guidance needed to help ensure conformance with the Guidelines, A Basic Guide to Fair Housing Accessibility is an indispensable resource for architects, builders, contractors, site engineers, and developers who need to know that their work is in conformance with Federal guidelines.

Investigating a fast-developing field of public policy, Stephen Winter examines how states redress injuries suffered by young people in state care. Considering ten illustrative exemplar programmes from Australia, Canada, Ireland, and Aotearoa New Zealand, Winter explores how redress programmes attempt to resolve the anguish, injustice, and legacies of trauma that survivors experience. Drawing from interviews with key stakeholders and a rich trove of documentary research, this book analyses how policymakers should navigate the trade-offs that survivors face between having their injuries acknowledged and the difficult, often retraumatising, experience of attaining redress. A timely critical engagement with this contentious policy domain, Winter presents empirically driven recommendations and a compelling argument for participatory, flexible, and survivor-focussed programmes. This title is also available as Open Access on Cambridge Core.

There is a tremendous need for new homes in America's cities and towns. To meet this demand, the home building industry has developed and adopted many technological innovations to provide new homes more quickly and more efficiently while still keeping homes affordable and of a high quality. New techniques, materials, tools, and organizational methods are particularly common in the "factory-built" housing world. Manufactured and modular housing-the most common forms of factory-built housing-are now common alternatives to traditionally constructed homes due in large part to these improvements. A Community Guide to Factory-Built Housing, seeks to share these alternatives with a wider audience.

The broad purpose of this research is to understand and document the connection systems of panelized home construction systems currently on the U.S. market with the goal of developing Performance Standard Criteria to help builders and manufacturers. Such criteria can also aid in the development of new panel systems and in the coordination among different types of panel systems. The Performance Standard Criteria are based on a careful study of existing panel systems. Approximately 30 panelized construction systems were reviewed and 12 were selected for further study. The systems include concrete panels, metal panels, wood structural insulated panels (SIPs), and wood open-wall panels. Performance information on the 12 different systems was collected and then analyzed to develop the criteria. The criteria cite performance standards based on current codes as benchmarks for connections and system performance. Conventional construction practice is considered as the implicit performance baseline at the system level. The criteria format makes it easy for builders or manufacturers to compare and contrast different system types and the performance of the various elements of the connection systems. A key to maximizing the use of the criteria is to provide builders and panel manufacturers with easy access to the information, through outlets such as the PATH website and trade organizations.

This Partnership for Advancing Technology in Housing research identifies the panelized wall systems currently available in the U.S. and international markets. The report describes their technical specifications, how they perform, and in what applications they are most used. The standard performance criteria that all panelized wall systems need to meet in order to integrate with existing methods of construction are described. The three areas within the wall panel market that were the focus of the research were systems types, code compliance, and performance measures. Research efforts included the development of a panelized system matrix, descriptions of various panel types, performance measures inherent in panelized systems, and areas of code compliance in panelized systems. The study concludes with a "Future Strategies Report," based on the research, on what direction HUD should take with future research into panelized systems.

Rehabbing Flooded Houses is a guidebook for professional builders and contractors rehabbing flooded single-family houses. Homes flood for a variety of reasons (overflowing rivers, high coastal waves, hurricanes, etc.) but the methods for determining how badly the building has been damaged and how to repair it are relatively similar no matter where you are working. The emphasis in this guidebook is on safe practices and the most important activities in the rehab process. This guidebook is bilingual in English and Spanish.

"There is a virtual revolution going on within the cognitive sciences", writes Steven L. Winter in the preface of this new book. The revolution has irrevocably transformed our basic understanding of the mind, establishing both that imagination is central to cognition and that imagination is an orderly, systematic, embodied process. The implications are profound, changing how we understand language and thought and, therefore, entire debates in philosophy, literary theory and - most significantly - law. Drawing from all these disciplines, as well as from psychology, anthropology and linguistics, Winter has constructed nothing less than a tour de force of interdisciplinary analysis. "A Clearing in the Forest" rests on the simple notion that the better we understand the intricate workings of the mind, the better we will understand all of its products - especially law. Categorization plays a key role in this understanding, for it is categories that define our expectations and, in so doing, shape what we find believable, what we judge accurate, what we experience as cogent, compelling and persuasive. But what does law do when our categories run out? Is pornographic speech protected by the First Amendment, or should it not be protected because it more closely resembles libel? Should abortion be protected because it falls into the category of rights reserved to the mother, or is it more like the category of harms done to others? Through law, the revolution in cognitive science finds almost limitless applications. In this compelling meditation not only on how the law works, but what it ultimately means, Winter charts a unique course to understanding the world we inhabit, showing us the w