Pattern Classification Using Ensemble Methods

A classical viewpoint claims that reality consists of both things and stuff, and that we need a way to discuss these aspects of reality. This is achieved by using +count terms to talk about things while using +mass terms to talk about stuff. Bringing together contributions from internationally-renowned experts across interrelated disciplines, this book explores the relationship between mass and count nouns in a number of syntactic environments, and across a range of languages. It both explains how languages differ in their methods for describing these two fundamental categories of reality, and shows the many ways that modern linguistics looks to describe them. It also explores how the notions of count and mass apply to 'abstract nouns', adding a new dimension to the countability discussion. With its pioneering approach to the fundamental questions surrounding mass-count distinction, this book will be essential reading for researchers in formal semantics and linguistic typology.

Macroevolutionary inference has historically been treated as a two-step process, involving the inference of a tree, and then inference of a macroevolutionary model using that tree. Newer models blend the two steps. These methods make more complete use of fossils than the previous generation of Bayesian phylogenetic models. They also involve many more parameters than prior models, including parameters about which empiricists may have little intuition. In this Element, we set forth a framework for fitting complex, hierarchical models. The authors ultimately fit and use a joint tree and diversification model to estimate a dated phylogeny of the Cincta (Echinodermata), a morphologically distinct group of Cambrian echinoderms that lack the fivefold radial symmetry characteristic of extant members of the phylum. Although the phylogeny of cinctans remains poorly supported in places, this Element shows how models of character change and diversification contribute to understanding patterns of p

Using Bishop's work on constructive analysis as a framework, this monograph gives a systematic, detailed and general constructive theory of probability theory and stochastic processes. It is the first extended account of this theory: almost all of the constructive existence and continuity theorems that permeate the book are original. It also contains results and methods hitherto unknown in the constructive and nonconstructive settings. The text features logic only in the common sense and, beyond a certain mathematical maturity, requires no prior training in either constructive mathematics or probability theory. It will thus be accessible and of interest, both to probabilists interested in the foundations of their speciality and to constructive mathematicians who wish to see Bishop's theory applied to a particular field.

This book gives an up-to-date overview of methodological and data-analytical issues of cross-cultural studies. Written by leading experts in the field, it presents the most important tools for doing cross-cultural research and outlines design considerations, methods, and analytical techniques that can improve ecological validity and help researchers to avoid pitfalls in cross-cultural psychology. By focusing on the relevant research questions that can be tackled with particular methods, it provides practical guidance on how to translate conceptual questions into decisions on study design and statistical techniques. Featuring examples from cognitive and educational assessment, personality, health, and intercultural communication and management, and illustrating key techniques in feature boxes, this concise and accessible guide is essential reading for researchers, graduate students, and professionals who work with culture-comparative data.

This Element demonstrates how ceramics, a dataset that is more typically identified with chronology than social analysis, can forward the study of Egyptian society writ large. This Element argues that the sheer mass of ceramic material indicates the importance of pottery to Egyptian life. Ceramics form a crucial dataset with which Egyptology must critically engage, and which necessitate working with the Egyptian past using a more fluid theoretical toolkit. This Element will demonstrate how ceramics may be employed in social analyses through a focus on four broad areas of inquiry: regionalism; ties between province and state, elite and non-elite; domestic life; and the relationship of political change to social change. While the case studies largely come from the Old through Middle Kingdoms, the methods and questions may be applied to any period of Egyptian history.

When victims are found in dancing poses, Detective Jo Fournier immediately sees the pattern, but how can a serial killer get to victims all over the country?When loving wife Jeanine Hammond is found d

This textbook bypasses the need for advanced mathematics by providing in-text computer code, allowing students to explore Bayesian data analysis without the calculus background normally considered a prerequisite for this material. Now, students can use the best methods without needing advanced mathematical techniques. This approach goes beyond “frequentist” concepts of p-values and null hypothesis testing, using the full power of modern probability theory to solve real-world problems. The book offers a fully self-contained course, which demonstrates analysis techniques throughout with worked examples crafted specifically for students in the behavioral and neural sciences. The book presents two general algorithms that help students solve the measurement and model selection (also called “hypothesis testing”) problems most frequently encountered in real-world applications.

This textbook bypasses the need for advanced mathematics by providing in-text computer code, allowing students to explore Bayesian data analysis without the calculus background normally considered a prerequisite for this material. Now, students can use the best methods without needing advanced mathematical techniques. This approach goes beyond “frequentist” concepts of p-values and null hypothesis testing, using the full power of modern probability theory to solve real-world problems. The book offers a fully self-contained course, which demonstrates analysis techniques throughout with worked examples crafted specifically for students in the behavioral and neural sciences. The book presents two general algorithms that help students solve the measurement and model selection (also called “hypothesis testing”) problems most frequently encountered in real-world applications.

In a seek-and-find extravaganza, stylish illustrations and a brisk text unmask twelve of the most elusive creatures on earth.Now you see them, now you don’t. Cloaked in a riot of color, pattern, and t

The new edition of an introduction to the art of computational problem solving using Python.This book introduces students with little or no prior programming experience to the art of computational pro

Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer vision and natural language processing. There is also a need to learn representations for discrete relational data, namely networks or graphs. Network Embedding (NE) aims at learning vector representations for each node or vertex in a network to encode the topologic structure. Due to its convincing performance and efficiency, NE has been widely applied in many network applications such as node classification and link prediction.This book provides a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL). The book starts with an introduction to the background and rising of network embeddings as a general overview for readers. Then it introduces the development of NE techniques by presenting se

Delicate florals, bold stripes, geometric prints and sumptuous brocades – delve into the world of textile pattern design with this showcase of over 500 patterns. Close-up, highly detailed images of bo

Company was first composed in English over two years, with Beckett breaking a 20-year-long pattern of composing primarily in French to craft this meticulously structured 59-paragraph masterpiece of hi

The quantification of morphology through time is a vital tool in elucidating macroevolutionary patterns. Studies of disparity require intense effort but can provide insights beyond those gained using other methodologies. Over the last several decades, studies of disparity have proliferated, often using echinoderms as a model organism. Echinoderms have been used to study the methodology of disparity analyses and potential biases as well as documenting the morphological patterns observed in clades through time. Combining morphological studies with phylogenetic analyses or other disparate data sets allows for the testing of detailed and far-reaching evolutionary hypotheses.

Do elections turn people into democratic citizens? Elections have long been seen as a way to foster democracy, development and security in Africa, with many hoping that the secret ballot would transform states. Adopting a new approach that focusses on the moral economy of elections, Nic Cheeseman, Gabrielle Lynch and Justin Willis show how elections are shaped by competing visions of what it means to be a good leader, bureaucrat or citizen. Using a mixed-methods study of elections in Ghana, Kenya and Uganda, they explore moral claims made by officials, politicians, civil society, international observers and voters themselves. This radical new lens reveals that elections are the site of intense moral contestation, which helps to explain why there is such vigourous participation in processes that often seem flawed. Demonstrating the impact of these debates on six decades of electoral practice, they explain why the behaviour of those involved so frequently transgresses national law and in

Do elections turn people into democratic citizens? Elections have long been seen as a way to foster democracy, development and security in Africa, with many hoping that the secret ballot would transform states. Adopting a new approach that focusses on the moral economy of elections, Nic Cheeseman, Gabrielle Lynch and Justin Willis show how elections are shaped by competing visions of what it means to be a good leader, bureaucrat or citizen. Using a mixed-methods study of elections in Ghana, Kenya and Uganda, they explore moral claims made by officials, politicians, civil society, international observers and voters themselves. This radical new lens reveals that elections are the site of intense moral contestation, which helps to explain why there is such vigourous participation in processes that often seem flawed. Demonstrating the impact of these debates on six decades of electoral practice, they explain why the behaviour of those involved so frequently transgresses national law and in

This Element discusses how shiny, an R package, can help instructors teach quantitative methods more effectively by way of interactive web apps. The interactivity increases instructors' effectiveness by making students more active participants in the learning process, allowing them to engage with otherwise complex material in an accessible, dynamic way. The Element offers four detailed apps that cover two fundamental linear regression topics: estimation methods (least squares, maximum likelihood) and the classic linear regression assumptions. It includes a summary of what the apps can be used to demonstrate, detailed descriptions of the apps' full capabilities, vignettes from actual class use, and example activities. Two other apps pertain to a more advanced topic (LASSO), with similar supporting material. For instructors interested in modifying the apps, the Element also documents the main apps' general code structure, highlights some of the more likely modifications, and goes through

Learn how to deploy and monitor databases in the cloud, manipulate documents, visualize data, and build applications running on MongoDB using Node.jsKey FeaturesLearn the fundamentals of NoSQL databases with MongoDBCreate, manage, and optimize a MongoDB database in the cloud using AtlasUse a real-world dataset to gain practical experience of handling big dataBook DescriptionMongoDB is one of the most popular database technologies for handling large collections of data. This book will help MongoDB beginners develop the knowledge and skills to create databases and process data efficiently.Unlike other MongoDB books, MongoDB Fundamentals dives into cloud computing from the very start - showing you how to get started with Atlas in the first chapter. You will discover how to modify existing data, add new data into a database, and handle complex queries by creating aggregation pipelines. As you progress, you'll learn about the MongoDB replication architecture and configure a simple cluster.

Social Chemistry will utterly transform the way you think about “networking.” Understanding your social network pattern is essential to making the most of personal relationships, work life, and even y

This book serves as a current resource for Photoplethysmogram (PPG) signal analysis using MATLAB®. This technology is critical in the evaluation of medical and diagnostic data utilized in mobile devic

A book at the intersection of data science and media studies, presenting concepts and methods for computational analysis of cultural data. How can we see a billion images? What analytical methods can

Mechanism Design and Analysis Using PTC Creo Mechanism 7.0 is designed to help you become familiar with Mechanism, a module of the PTC Creo Parametric software family, which supports modeling and anal

There are many useful and fun works included, packed with various ideas and tricks. You can sew your own bags or accessories by following easy step-by-step images. You will find a real-size pattern sh

Single Molecule Science (SMS) has emerged from developing, using and combining technologies such as super-resolution microscopy, atomic force microscopy, and optical and magnetic tweezers, alongside sophisticated computational and modelling techniques. This comprehensive, edited volume brings together authoritative overviews of these methods from a biological perspective, and highlights how they can be used to observe and track individual molecules and monitor molecular interactions in living cells. Pioneers in this fast-moving field cover topics such as single molecule optical maps, nanomachines, and protein folding and dynamics. A particular emphasis is also given to mapping DNA molecules for diagnostic purposes, and the study of gene expression. With numerous illustrations, this book reveals how SMS has presented us with a new way of understanding life processes. A must-have for researchers and graduate students, as well as those working in industry, primarily in the areas of biophy

When a young woman is discovered brutally murdered in her own apartment, with an intricate pattern of lines carved into her face, Copenhagen police detectives Jeppe Korner and Anette Werner are assign

Sacred Geometry exists all around us in the natural world, from the unfurling of a rose bud to the pattern of a tortoise shell, the sub-atomic to the galactic. A pure expression of number and form, it

The 'What is？' Research Methods series provides authoritative introductions to a range of research methods which are at the forefront of developments in the social sciences. Each volume sets out the

The 'What is？' Research Methods series provides authoritative introductions to a range of research methods which are at the forefront of developments in the social sciences. Each volume sets out the

Are you tired of plain, basic crochet stitches and want to try something a bit different? Or are you wanting to attempt a more challenging stitch pattern as your skills improve? Whether you have recen

The study of electronic structure of materials is at a momentous stage, with new computational methods and advances in basic theory. Many properties of materials can be determined from the fundamental equations, and electronic structure theory is now an integral part of research in physics, chemistry, materials science and other fields. This book provides a unified exposition of the theory and methods, with emphasis on understanding each essential component. New in the second edition are recent advances in density functional theory, an introduction to Berry phases and topological insulators explained in terms of elementary band theory, and many new examples of applications. Graduate students and research scientists will find careful explanations with references to original papers, pertinent reviews, and accessible books. Each chapter includes a short list of the most relevant works and exercises that reveal salient points and challenge the reader.

Traditionally, there has been a disconnect between theoretical linguistics and pedagogical teacher training. This book seeks to bridge that gap. Using engaging examples from a wide variety of languages, it provides an innovative overview of linguistic theory and language acquisition research for readers with a background in education and teacher training, and without specialist knowledge of the field. The authors draw on a range of research to ground ideas about grammar pedagogy, presenting the notion of Virtual Grammar as an accessible label for unifying the complexity of linguistics. Organised thematically, the book includes helpful 'Case in point' examples throughout the text, to illustrate specific grammar points, and step-by-step training in linguistic methods, such as how to analyse examples, which educators can apply to their own teaching contexts. Through enriching language teachers' understanding of linguistic features, the book fosters a different perspective on grammar for e

This Element discusses the concept and applications of strategy tools. Strategy tools are frameworks, techniques, and methods that help individuals and organizations to create their strategies. After a brief overview of different ideas on strategy and strategic thinking, we move on to define and discuss what strategy tools are and elaborate on the promise and perils of using them to implement strategic management. We review the most commonly used, classic tools and techniques, but also less well-known tools of the strategy trade, as proposed by scholars writing in the leading strategy journals. We conclude by offering suggestions on how to improve strategic design and the effectiveness of the resultant strategy through the selective use of the most appropriate tools. Overall, this Element provides a quick overview of the tools that are available to those tasked with creating organizational strategies and making strategic decisions.

Traditionally, there has been a disconnect between theoretical linguistics and pedagogical teacher training. This book seeks to bridge that gap. Using engaging examples from a wide variety of languages, it provides an innovative overview of linguistic theory and language acquisition research for readers with a background in education and teacher training, and without specialist knowledge of the field. The authors draw on a range of research to ground ideas about grammar pedagogy, presenting the notion of Virtual Grammar as an accessible label for unifying the complexity of linguistics. Organised thematically, the book includes helpful 'Case in point' examples throughout the text, to illustrate specific grammar points, and step-by-step training in linguistic methods, such as how to analyse examples, which educators can apply to their own teaching contexts. Through enriching language teachers' understanding of linguistic features, the book fosters a different perspective on grammar for e

Art Therapy, Dreams, and Healing synthesizes methods to work with one’s dreams through art therapy and introduces the reader to brief creative methods, Gestalt and Jungian experiential methods, and re

Art Therapy, Dreams, and Healing synthesizes methods to work with one’s dreams through art therapy and introduces the reader to brief creative methods, Gestalt and Jungian experiential methods, and re

Scholars typically emphasize the importance of organized networks and long-term relationships for sustaining electoral clientelism. Yet electoral clientelism remains widespread in many countries despite the weakening of organized parties. This book offers a new account of how clientelism and campaigning work in weak party systems and in the absence of stable party-broker relationships. Drawing on an in-depth study of Peru using a mixed methods approach and cross-national comparisons, Muñoz reveals the informational and indirect effects of investments made at the campaign stage. By distributing gifts, politicians buy the participation of poor voters at campaign events. This helps politicians improvise political organizations, persuade poor voters of candidates' desirability, and signal electoral viability to strategic donors and voters, with campaign dynamics ultimately shaping electoral outcomes. Among other contributions, the book sheds new light on role of donations and business acto

Celebrate 145 years of iconic Liberty London fabric with this sumptuous combination of practical pattern book and fascinating company historyCome back in time with us as author Jenni Smith celebrates

Gives a comprehensive and systematic account of high-dimensional data analysis, including variable selection via regularization methods and sure independent feature screening methods. It is a valuable

Gives a comprehensive and systematic account of high-dimensional data analysis, including variable selection via regularization methods and sure independent feature screening methods. It is a valuable