Pattern Classification Using Ensemble Methods

Connecting theory with practice, this systematic and rigorous introduction covers the fundamental principles, algorithms and applications of key mathematical models for high-dimensional data analysis. Comprehensive in its approach, it provides unified coverage of many different low-dimensional models and analytical techniques, including sparse and low-rank models, and both convex and non-convex formulations. Readers will learn how to develop efficient and scalable algorithms for solving real-world problems, supported by numerous examples and exercises throughout, and how to use the computational tools learnt in several application contexts. Applications presented include scientific imaging, communication, face recognition, 3D vision, and deep networks for classification. With code available online, this is an ideal textbook for senior and graduate students in computer science, data science, and electrical engineering, as well as for those taking courses on sparsity, low-dimensional str

A wealth of new data have been unearthed in recent years on African economic growth, wages, living standards, and taxes. In The Wealth and Poverty of African States, Morten Jerven shows how these findings transform our understanding of African economic development. He focuses on the central themes and questions that these state records can answer, tracing how African states evolved over time and the historical footprint they have left behind. By connecting the history of the colonial and postcolonial periods, he reveals an aggregate pattern of long-run growth from the late nineteenth century into the 1970s, giving way to widespread failure and decline in the 1980s, and then followed by two decades of expansion since the late 1990s. The result is a new framework for understanding the causes of poverty and wealth and the trajectories of economic growth and state development in Africa across the twentieth century.

A wealth of new data have been unearthed in recent years on African economic growth, wages, living standards, and taxes. In The Wealth and Poverty of African States, Morten Jerven shows how these findings transform our understanding of African economic development. He focuses on the central themes and questions that these state records can answer, tracing how African states evolved over time and the historical footprint they have left behind. By connecting the history of the colonial and postcolonial periods, he reveals an aggregate pattern of long-run growth from the late nineteenth century into the 1970s, giving way to widespread failure and decline in the 1980s, and then followed by two decades of expansion since the late 1990s. The result is a new framework for understanding the causes of poverty and wealth and the trajectories of economic growth and state development in Africa across the twentieth century.

An individual's energy is often overlooked when treating difficult to identify disease, and Dr. Nathan posits it should be taken into account. To do this, he urges medical professionals to use a process called Energetic Intuition - the ability to utilise pattern recognition presented by our own subconscious. In this book, Dr. Nathan details how he taps into his own intuition and learns to trust both himself and what the patient's physical and mental state tell him.

The inaugural volume of the 50 Studies series, 50 Studies Every Doctor Should Know presents key studies that have shaped the practice of medicine. Selected using a rigorous methodology, the studies co

Make way for Ruth Bader Ginsburg!It's RBG like you've never seen her before!Using a unique mix of first-person narrative, hilarious comic panels, and essential facts, Dean Robbins introduces young rea

David Sandwell developed this advanced textbook over a period of nearly 30 years for his graduate course at Scripps Institution of Oceanography. The book augments the classic textbook Geodynamics by Don Turcotte and Jerry Schubert, presenting more complex and foundational mathematical methods and approaches to geodynamics. The main new tool developed in the book is the multi-dimensional Fourier transform for solving linear partial differential equations. The book comprises nineteen chapters, including: the latest global data sets; quantitative plate tectonics; plate driving forces associated with lithospheric heat transfer and subduction; the physics of the earthquake cycle; postglacial rebound; and six chapters on gravity field development and interpretation. Each chapter has a set of student exercises that make use of the higher-level mathematical and numerical methods developed in the book. Solutions to the exercises are available online for course instructors, on request.

This introductory overview explores the methods, models and interdisciplinary links of artificial economics, a new way of doing economics in which the interactions of artificial economic agents are computationally simulated to study their individual and group behavior patterns. Conceptually and intuitively, and with simple examples, Mercado addresses the differences between the basic assumptions and methods of artificial economics and those of mainstream economics. He goes on to explore various disciplines from which the concepts and methods of artificial economics originate; for example cognitive science, neuroscience, artificial intelligence, evolutionary science and complexity science. Introductory discussions on several controversial issues are offered, such as the application of the concepts of evolution and complexity in economics and the relationship between artificial intelligence and the philosophies of mind. This is one of the first books to fully address artificial economics

Until now, biological invasions have been conceptualised and studied mainly as a linear process: from introduction to establishment to spread. This volume charts a new course for the field, drawing on key developments in network ecology and complexity science. It defines an agenda for Invasion Science 2.0 by providing new framings and classification of research topics and by offering tentative solutions to vexing problems. In particular, it conceptualises a transformative ecosystem as an open adaptive network with critical transitions and turnover, with resident species heuristically learning and fine-tuning their niches and roles in a multiplayer eco-evolutionary game. It erects signposts pertaining to network interactions, structures, stability, dynamics, scaling, and invasibility. It is not a recipe book or a road map, but an atlas of possibilities: a 'hitchhiker's guide'.

Until now, biological invasions have been conceptualised and studied mainly as a linear process: from introduction to establishment to spread. This volume charts a new course for the field, drawing on key developments in network ecology and complexity science. It defines an agenda for Invasion Science 2.0 by providing new framings and classification of research topics and by offering tentative solutions to vexing problems. In particular, it conceptualises a transformative ecosystem as an open adaptive network with critical transitions and turnover, with resident species heuristically learning and fine-tuning their niches and roles in a multiplayer eco-evolutionary game. It erects signposts pertaining to network interactions, structures, stability, dynamics, scaling, and invasibility. It is not a recipe book or a road map, but an atlas of possibilities: a 'hitchhiker's guide'.

Zimbabwe's catastrophic cholera outbreak of 2008–9 saw an unprecedented number of people affected, with 100,000 cases and nearly 5,000 deaths. Cholera, however, was much more than a public health crisis: it represented the nadir of the country's deepening political and economic crisis of 2008. This study focuses on the political life of the cholera epidemic, tracing the historical origins of the outbreak, examining the social pattern of its unfolding and impact, analysing the institutional and communal responses to the disease, and marking the effects of its aftermath. Across different social and institutional settings, competing interpretations and experiences of the cholera epidemic created charged social and political debates. In his examination of these debates which surrounded the breakdown of Zimbabwe's public health infrastructure and failing bureaucratic order, the scope and limitations of disaster relief, and the country's profound levels of livelihood poverty and social inequ

Christy Rupp emerged as an American artist and activist in Manhattan in the late 1970s, using commodified materials to construct three-dimensional, sculptural works imbued with a dynamic vitality. Thi

Methodologically and theoretically innovative, this monograph draws from Marxism and deconstruction bringing together the textual and the material in our understanding of international law. Approaching 'civilisation' as an argumentative pattern related to the distribution of rights and duties amongst different communities, Ntina Tzouvala illustrates both its contradictory nature and its pro-capitalist bias. 'Civilisation' is shown to oscillate between two poles. On the one hand, a pervasive 'logic of improvement' anchors legal equality to demands that non-Western polities undertake extensive domestic reforms and embrace capitalist modernity. On the other, an insistent 'logic of biology' constantly postpones such a prospect based on ideas of immutable difference. By detailing the tension and synergies between these two logics, Tzouvala argues that international law incorporates and attempts to mediate the contradictions of capitalism as a global system of production and exchange that bo

An indispensable guide to identifying, harvesting, and using medicinal plants in the Southeast.Wildcraft Your Way to WellnessIn Southeast Medicinal Plants, herbalist CoreyPine Shane is your trusted gu

Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; found

Become proficient in deriving insights from time-series data and analyzing a model's performanceKey Features: Explore popular and modern machine learning methods including the latest online and deep learning algorithmsLearn to increase the accuracy of your predictions by matching the right model with the right problemMaster time-series via real-world case studies on operations management, digital marketing, finance, and healthcareBook Description: Machine learning has emerged as a powerful tool to understand hidden complexities in time-series datasets, which frequently need to be analyzed in areas as diverse as healthcare, economics, digital marketing, and social sciences. These datasets are essential for forecasting and predicting outcomes or for detecting anomalies to support informed decision making.This book covers Python basics for time-series and builds your understanding of traditional autoregressive models as well as modern non-parametric models. You will become confident with

Using the colorful, tactile abacus children will learn how to count to ten in no time with this interactive board book from the I Can Learn! series.With a colorful ten-piece bead abacus to encourage a

The SBD Dauntless and Zero-sen are two of the most recognizable and iconic aircraft of World War 2 and this illustrated study describes the fighting capabilities of both aircraft when engaged in aerial combat. The SBD Dauntless dive-bomber was a key cog in the US Navy's aerial arsenal throughout the Pacific War. Although a product of aviation design in the mid to late 1930s, the type soldiered on even as more advanced aircraft were appearing from American factories as the war progressed. Despite its classification as a dive-bomber and rather dated appearance, the SBD Dauntless could more than handle its own against the feared A6M Zero-sen -- a regular opponent, especially during the first 18 months of the campaign in the Pacific. The SBD was credited with 138 victories in aerial combat (principally in 1942), 107 of which were fighters and the rest bombers. Seven SBD units claimed five or more aerial victories, with future ace Lt(jg) John Leppla of VS-2 being credited with four victorie

This book shows how to analyse and simulate power electronics circuits using the software PSIM(R). It helps engineers and students in understanding, simulating and designing appropriate circuit compon

A glorious new volume of Sartore's signature animal portraits, this time highlighting the fascinating shapes, patterns, and expressions of animals both familiar and little known.Joel Sartore, on a mission to photograph all the animal species in human care, now delights us with more photographs, this time selected to represent the amazing diversity of the world's animals. The book's four chapters -- Pattern, Shape, Extra, and Personality -- invite us to revel in these photographs, many cleverly paired into amusing and often surprising comparisons, like the catfish and the mouse with the same stripes down their backs, the tarantula and the poison dart frog both cobalt blue, or the tiny lizard and the weighty ox both sporting pointed horns.Each photograph gets its own page or two-page spread.Scientifically accurate captions highlight distinctive features.Throughout, Sartore recalls telling moments from his photographic adventures. With all new image selections, this book expands the best-

In this standalone companion to The Van Gogh Deception, Art and Camille team up once again to solve a large museum theft, using one of the biggest heists in history to help them solve the case. Perfec

Rapidly Understand New Domains, So You Can Build Great Software for Them Using Domain Storytelling, you can quickly gain clarity about a new domain's people, tasks, tools, work items, and events, avoi

This is a book which combines a game of 'I Spy' with animals using fun peek-through pages and the alphabet. Bright colours, clear lettering and a clever use of die-cuts makes this a great combination

From the Sons of Liberty to British reformers, Irish patriots, French Jacobins, Haitian revolutionaries and American Democrats, the greatest social movements of the Age of Atlantic Revolutions grew as part of a common, interrelated pattern. In this new transnational history, Micah Alpaugh demonstrates the connections between the most prominent causes of the era, as they drew upon each other's models to seek unprecedented changes in government. As Friends of Freedom, activists shared ideas and strategies internationally, creating a chain of broad-based campaigns that mobilized the American Revolution, British Parliamentary Reform, Irish nationalism, movements for religious freedom, abolitionism, the French Revolution, the Haitian Revolution, and American party politics. Rather than a series of distinct national histories, Alpaugh shows how these movements jointly responded to the Atlantic trends of their era to create a new way to alter or overthrow governments: mobilizing massive soc

The area of computational cryptography is dedicated to the development of effective methods in algorithmic number theory that improve implementation of cryptosystems or further their cryptanalysis. This book is a tribute to Arjen K. Lenstra, one of the key contributors to the field, on the occasion of his 65th birthday, covering his best-known scientific achievements in the field. Students and security engineers will appreciate this no-nonsense introduction to the hard mathematical problems used in cryptography and on which cybersecurity is built, as well as the overview of recent advances on how to solve these problems from both theoretical and practical applied perspectives. Beginning with polynomials, the book moves on to the celebrated Lenstra–Lenstra–Lovász lattice reduction algorithm, and then progresses to integer factorization and the impact of these methods to the selection of strong cryptographic keys for usage in widely used standards.

Introducing...Chico Bon Bon: Monkey with a Tool Belt, the preschool show now streaming on Netflix Help Chico Bon Bon and the Fix-it Force as they fix problems with their favorite tools using tool-shaped pull tabs in this novelty board book Meet Chico Bon Bon, Rainbow Thunder, Clark, and Tiny, and discover some of the favorite tools they use to fix things in Blunderburg Then join the Fix-it Force by using the tool-shaped pull tabs to hammer, saw, and more (c) 2020 Monkey WTB Limited, a Silvergate Media company, All Rights Reserved

Did you know manatees swim using farts? Or that herrings communicate by passing gas?Butts are used for breathing, eating, swimming, talking, and even killing in the animal kingdom. Focusing on ten dif

Creo Simulate 8.0 Tutorial introduces new users to finite element analysis using Creo Simulate and how it can be used to analyze a variety of problems. The tutorial lessons cover the major concepts an

In this moving memoir, Shirley Smith, wife of NBA Champion and All-Star J. R. Smith, tells the story of giving birth to one of the youngest premature babies to survive―using her experience to heighten

This work has been selected by scholars as being culturally important and is part of the knowledge base of civilization as we know it.This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work.Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. To ensure a quality reading experience, this work has been proofread and republished using a format that seamlessly blends the original graphical elements with text in an easy-to-read typeface.We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.

A revised and expanded edition of the world-renowned graphic designer’s classic and bestselling monograph, using examples from a portfolio spanning his full career to date.Protégé of design legend Mas

An examination of the phenomenon of mass shootings in America and an urgent call to implement evidence-based strategies to stop these tragedies Using data from the writers’ groundbreaking research on

10 chapters focus on each step of the journey through loss, using personal experiences, practical suggestions and professional advice to illustrate the different ways people can navigate their own jou

The book aids planners in answering the following crucial questions： “Who are they?”, “What do they do?”, “Where do these activities occur?”, "How human activities are connected?”, "What are the economic effects?". In addition to detailed explanations of the selected methods, the book provides a context (scenario analysis) for applying them in performance assessment and impact analysis.

Have you ever thought about bringing your dragon to the library? Don't do it! You might have the best intentions, but that dragon will cause nothing but trouble. Using rhyming text and a diverse cast

Deep learning on graphs has become one of the hottest topics in machine learning. The book consists of four parts to best accommodate our readers with diverse backgrounds and purposes of reading. Part 1 introduces basic concepts of graphs and deep learning; Part 2 discusses the most established methods from the basic to advanced settings; Part 3 presents the most typical applications including natural language processing, computer vision, data mining, biochemistry and healthcare; and Part 4 describes advances of methods and applications that tend to be important and promising for future research. The book is self-contained, making it accessible to a broader range of readers including (1) senior undergraduate and graduate students; (2) practitioners and project managers who want to adopt graph neural networks into their products and platforms; and (3) researchers without a computer science background who want to use graph neural networks to advance their disciplines.

Research Design in Clinical Psychology helps students to achieve a thorough understanding of the entire research process – developing the idea, selecting methods, analyzing the results, and preparing the written scientific report. Drawing examples from clinical research, health, and medicine, author Alan E. Kazdin offers detailed coverage of experimental design, assessment, data evaluation and interpretation, case-control and cohort designs, and qualitative research methods. In addition to new pedagogical tools that guide students through the text, the Fifth Edition offers expanded coverage of key topic areas, such as cultural issues, scientific integrity, and recent changes in the publication and communication of research.

This collection of problems in Quantum Field Theory, accompanied by their complete solutions, aims to bridge the gap between learning the foundational principles and applying them practically. The carefully chosen problems cover a wide range of topics, starting from the foundations of Quantum Field Theory and the traditional methods in perturbation theory, such as LSZ reduction formulas, Feynman diagrams and renormalization. Separate chapters are devoted to functional methods (bosonic and fermionic path integrals; worldline formalism), to non-Abelian gauge theories (Yang-Mills theory, Quantum Chromodynamics), to the novel techniques for calculating scattering amplitudes and to quantum field theory at finite temperature (including its formulation on the lattice, and extensions to systems out of equilibrium). The problems range from those dealing with QFT formalism itself to problems addressing specific questions of phenomenological relevance, and they span a broad range in difficulty, f

This collection of problems in Quantum Field Theory, accompanied by their complete solutions, aims to bridge the gap between learning the foundational principles and applying them practically. The carefully chosen problems cover a wide range of topics, starting from the foundations of Quantum Field Theory and the traditional methods in perturbation theory, such as LSZ reduction formulas, Feynman diagrams and renormalization. Separate chapters are devoted to functional methods (bosonic and fermionic path integrals; worldline formalism), to non-Abelian gauge theories (Yang-Mills theory, Quantum Chromodynamics), to the novel techniques for calculating scattering amplitudes and to quantum field theory at finite temperature (including its formulation on the lattice, and extensions to systems out of equilibrium). The problems range from those dealing with QFT formalism itself to problems addressing specific questions of phenomenological relevance, and they span a broad range in difficulty, f