This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature i...
What does it mean to say that someone is autistic?
Towards an Ethics of Autism is an exploration of this question and many more. In this thoughtful, wide-ranging book, Kristien Hens examines a number of perspectives on autism, including psychiatric, biological, and philosophical, to consider different ways of thinking about autism, as well as it...
In this edited open access book leading scholars from different disciplinary backgrounds wrestle with social science integration opportunities and challenges. This book explores the growing concern of how best to achieve effective integration of the social science disciplines as a means for furthering natural resource social science and environment...
The book serves both as a reference for
various scaled models with corresponding dimensionless numbers, and as a
resource for learning the art of scaling.
A special feature of the book is the emphasis on how to create software
for scaled models, based on existing software for unscaled models.
Scaling (or non-dimensionalization) is a
mathematical...
This book demystifies the models we use to simulate present and future climates, allowing readers to better understand how to use climate model results. In order to predict the future trajectory of the Earth's climate, climate-system simulation models are necessary. When and how do we trust climate model predictions? The book offers a framewor...
The EQ-5D instrument, as a standardized, cross-culturally validated measure of self-assessed health has a hugely important role in understanding population health within and across countries. Over the past two decades a wealth of international population health survey data have been accumulated by the EuroQol Group from research conducted in many c...
Designed as an easy-to-use, practical guide to tumors of the eye, lids, and orbit, this book comprehensively addresses surgical treatment and management of diseases related to ophthalmic oncology. Surgical Ophthalmic Oncology: A Collaborative Open Access Reference is an ideal reference for general ophthalmologists, surgeons, fellows and trainees ar...
This book is the first comparative study of public, voluntary and private asylums in nineteenth-century Ireland. Examining nine institutions, it explores whether concepts of social class and status and the emergence of a strong middle class informed interactions between gender, religion, identity and insanity. It questions whether medical and lay e...
Describes a new plan to improve the current election system under which every voter gains and no state loses its current Electoral College benefits, which has a chance to be introduced in the form of a constitutional amendment.
Provides explanations of why the National Popular Vote plan may violate the Equal Protection Clause from the Fourteenth A...
This survey on the modernity of ethnomathematics addresses numerous themes related to both ethnomathematics and mathematics education. It offers a broader view of mathematics, including ideas, procedures, concepts, processes, methods, and practices rooted in distinct cultural environments. In addition, by reflecting on the social and political dime...
Complexity science uses computation to explore the physical and social sciences. In Think Complexity, you'll use graphs, cellular automata, and agent-based models to study topics in physics, biology, and economics.
Whether you're an intermediate-level Python programmer or a student of computational modeling, you'll delve into exam...
This book presents computer programming as a key method for solving mathematical problems. This second edition of the well-received book has been extensively revised: All code is now written in Python version 3.6 (no longer version 2.7). In addition, the two first chapters of the previous edition have been extended and split up into five new chapte...
This free book collects the major discussions in divorce research in Europe. It starts with an understanding of divorce trends. Why was divorce increasing so rapidly throughout the US and Europe and do we see signs of a turn? Do cohabitation breakups influence divorce trends or is there a renewed stability on the partner market?In terms of divorce...
This open access book provides an exploration of the consequences of the ontological differences between natural and social objects (sometimes described as objects of nature and objects of thought) in the workings of causal and agency relationships. One of its important and possibly original conclusions is that causal and agency relationships do no...
This open access book provides an alternative theoretical framework of irregular migration that allows to overcome many of the contradictions and theoretical impasses displayed by the majority of approaches in current literature. The analytical framework allows moving from an interpretation biased by methodological nationalism, to a more general sy...
The spread of the Internet into all areas of business activities has put a particular focus on business models. The digitalization of business processes is the driver of changes in company strategies and management practices alike. This textbook provides a structured and conceptual approach, allowing students and other readers to understand the com...
This book offers a comprehensive and readable introduction to modern business and data analytics. It is based on the use of Excel, a tool that virtually all students and professionals have access to. The explanations are focused on understanding the techniques and their proper application, and are supplemented by a wealth of in-chapter and end-of-c...
This book presents direct and concise explanations and examples to many LaTeX syntax and structures, allowing students and researchers to quickly understand the basics that are required for writing and preparing book manuscripts, journal articles, reports, presentation slides and academic theses and dissertations for publication.
Unlike much of th...
Microsoft CNTK (Cognitive Toolkit, formerly Computational Network Toolkit), an open source code framework, enables you to create feed-forward neural network time series prediction systems, convolutional neural network image classifiers, and other deep learning systems. In Introduction to CNTK Succinctly, author James McCaffrey offers instruction on...
Inferring and Explaining is a book in practical epistemology. It examines the notion of evidence and assumes that good evidence is the essence of rational thinking. Evidence is the cornerstone of the natural, social, and behavioral sciences. But it is equally central to almost all academic pursuits and, perhaps most importantly, to the basic need t...
Recent acts of terrorism and the current unrest in the Middle East remind us how important it is to understand the relationship between violence, peace and democracy. In a challenging and insightful essay, Amartya Sen explores ideas around 'organised violence' (such as war, genocide and terrorism) and violence against the individual. High...
If you want a basic understanding of computer vision's underlying theory and algorithms, this hands-on introduction is the ideal place to start. You'll learn techniques for object recognition, 3D reconstruction, stereo imaging, augmented reality, and other computer vision applications as you follow clear examples written in Python.
Pro...
Designed for those wishing to study mathematics beyond linear algebra but unready for abstract material, this "invitation" to the excitement of dynamical systems appeals to readers from a wide range of backgrounds. Rather than taking a theorem-proof-corollary-remark approach, it stresses geometry and intuition. Topics include both the cla...
The figures are eye-opening: more than 1.6 billion works on 9 million websites are licensed under Creative Commons (CC). These materials constitute an extraordinarily rich repository for teaching, learning, sharing, and creative reuse. Knowing your way around CC will help you make the most of the Open Access (OA) and open educational resources (OER...
Learn how to accelerate C++ programs using data parallelism. This open book enables C++ programmers to be at the forefront of this exciting and important new development that is helping to push computing to new levels. It is full of practical advice, detailed explanations, and code examples to illustrate key topics.
Data parallelism in C++ enables...
This open book carefully explores the relationship between social democracy and its working-class electorate in Western Europe. Relying on different indicators, it demonstrates an important transformation in the class basis of social democracy. At the beginning of the twenty-first century, the working-class vote is strongly fragmented and social de...
This open book considers the stories of adolescents and young adults from different regions of the world who use digital media as instruments and stages for storytelling, or who make themselves the subject of storytelling. These narratives discuss interconnectedness, self-staging, and managing boundaries. From the perspective of media and cultural ...
How do university finances really work?
From flagship public research universities to small, private liberal arts colleges, there are few aspects of these institutions associated with more confusion, myths or lack of understanding than how they fund themselves and function in the business of higher education. Using simple, approachable explanati...
Mastering Dyalog APL is a complete guide to the use of Dyalog, beginning with a thorough introduction to the APL programming language. Following this, the tutorial describes a large number of common coding techniques and discusses a variety of interfaces, including file handling and COM/OLE. Bernard Legrand provides a comprehensive introduction to ...
The Symfony Framework is well-known for being really flexible and is used to build micro-sites, enterprise applications that handle billions of connections and even as the basis for other frameworks. Since its release in July 2011, the community has learned a lot about what's possible and how to do things best.
These community resources - l...
With Kubernetes came many new concepts, particularly around networking and traffic management. Alongside these new concepts were entirely new classes of tools, designed for ephemeral, containerized, and distributed application deployments. In particular, Ingress controllers and service meshes did not exist prior to the Kubernetes era. Nor were Laye...
Computer graphics programming books are often math-heavy and intimidating for newcomers. Not this one. Computer Graphics from Scratch takes a simpler approach by keeping the math to a minimum and focusing on only one aspect of computer graphics, 3D rendering.
You'll build two complete, fully functional renderers: a raytracer, which simulate...