Python data mining and machine learning in action

'What's going to happen next?' Time series data hold the answers, and Bayesian methods represent the cutting edge in learning what they have to say. This ambitious book is the first unified treatment of the emerging knowledge-base in Bayesian time series techniques. Exploiting the unifying framework of probabilistic graphical models, the book covers approximation schemes, both Monte Carlo and deterministic, and introduces switching, multi-object, non-parametric and agent-based models in a variety of application environments. It demonstrates that the basic framework supports the rapid creation of models tailored to specific applications and gives insight into the computational complexity of their implementation. The authors span traditional disciplines such as statistics and engineering and the more recently established areas of machine learning and pattern recognition. Readers with a basic understanding of applied probability, but no experience with time series analysis, are guided fro

Presenting a coherent synthesis of lithosphere studies, this book covers a range of geophysical methods (seismic reflection, refraction, and receiver function methods; elastic and anelastic seismic tomography; electromagnetic and magnetotelluric methods; thermal, gravity and rheological models), complemented by petrologic and laboratory data on rock properties. It also provides a critical discussion of the uncertainties, assumptions, and resolution issues that are inherent in the different methods and models of the lithosphere. Multidisciplinary in scope, global in geographical extent, and covering a wide variety of tectonics settings across 3.5 billion years of Earth history, this book presents a comprehensive overview of lithospheric structure and evolution. It is a core reference for researchers and advanced students in geophysics, geodynamics, tectonics, petrology, and geochemistry, and for petroleum and mining industry professionals.

Researchers in many disciplines have been concerned with modeling textual data in order to account for texts as the primary information unit of written communication. The book “Modelling, Learning and

A comprehensive reference for researchers in machine learning, data mining, and computer vision, this book presents in-depth, systematic discussions on algorithms and applications for dimensionality r

This book was first published in 1951. It is a statistical survey of the balance of payments data of different types of country in the period 1924–38, to show the pattern of cyclical behaviour particular to each type of country, and to suggest, in the light of the Keynesian theory of employment, a possible explanation for the general nature of the equilibrating process in the balance of payments. Five types of country are classified, and a representative country taken for each class: highly industrialised and deficient (Great Britain); highly industrialised and self-sufficient (USA); less industrialised (Sweden); purely agricultural (Australia); mining (Chile). In addition, the Canadian balance of payments is studied because of its peculiar features.

Biophysical models have been used in biology for decades, but they have been limited in scope and size. In this book, Bernhard Ø. Palsson shows how network reconstructions that are based on genomic and bibliomic data, and take the form of established stoichiometric matrices, can be converted into dynamic models using metabolomic and fluxomic data. The Mass Action Stoichiometric Simulation (MASS) procedure can be used for any cellular process for which data is available and allows a scalable step-by-step approach to the practical construction of network models. Specifically, it can treat integrated processes that need explicit accounting of small molecules and protein, which allows simulation at the molecular level. The material has been class-tested by the author at both the undergraduate and graduate level. All computations in the text are available online in MATLAB® and Mathematica® workbooks, allowing hands-on practice with the material.

Charles Daubeny (1795–1867) first published Active and Extinct Volcanos in 1826. This reissue is of the second, augmented edition of 1848, which the author explains was significantly updated in the light of the work of Charles Darwin. Part I contains geological descriptions of most of the world's known volcanos, arranged by region, many of them based on Daubeny's own observations. Part II contains descriptions of earthquake-prone regions, thermal springs, and thermal waters. In Part III Daubeny introduces his influential theory of the causes of volcanic action, proposing that it results from contact between water and metals beneath the earth's surface. He also discusses the factors that give volcanos particular characteristics, and the impact of volcanos on their environments. This pioneering work of Victorian geology provided the scientific community with some of the first descriptions and data sets on previously unstudied volcanic regions, and is still referred to today.

In this intensely riveting, action-packed novel, "virtuoso mayhem machine" (Booklist) Michael Forsythe returns to his native Ireland -- where a dangerous and beautiful old flame causes way more troub

Is children's language acquisition based on innate linguistic structures or built from cognitive and communicative skills? This book summarises the major theoretical debates in all of the core domains of child language acquisition research (phonology, word-learning, inflectional morphology, syntax and binding) and includes a complete introduction to the two major contrasting theoretical approaches: generativist and constructivist. For each debate, the predictions of the competing accounts are closely and even-handedly evaluated against the empirical data. The result is an evidence-based review of the central issues in language acquisition research that will constitute a valuable resource for students, teachers, course-builders and researchers alike.

Is children's language acquisition based on innate linguistic structures or built from cognitive and communicative skills? This book summarises the major theoretical debates in all of the core domains of child language acquisition research (phonology, word-learning, inflectional morphology, syntax and binding) and includes a complete introduction to the two major contrasting theoretical approaches: generativist and constructivist. For each debate, the predictions of the competing accounts are closely and even-handedly evaluated against the empirical data. The result is an evidence-based review of the central issues in language acquisition research that will constitute a valuable resource for students, teachers, course-builders and researchers alike.

Lymphatic Drainage introduces you to the simple-to-learn techniques of lymph drainage massage in two phases, starting with treating the neck and then the face. Covering both manual and machine-aided l

MIND ON STATISTICS helps you develop a conceptual understanding of statistical ideas and shows you how to find meaning in data. The authors--who are committed to changing any preconception you may ha

A comprehensive book supported by extensive research studies and data, Bjorklund's text presents the broadest coverage of topics in cognitive development. Unlike other books, Bjorklund shows readers h

A concise presentation of marketing research fundamentals. Basic Marketing Research uses an Excel add-in software for data analysis, an integrated case, and experiential learning exercises to pre

Non-literal language is ubiquitous in everyday life, and while hyperbole is a major part of this, it has so far remained relatively unexplored. This volume provides the first investigation of hyperbole in English, drawing on data from genres such as spoken conversation, TV, newspapers, and literary works from Chaucer to Monty Python. Combining quantitative and qualitative analyses, it uses approaches from semantics, pragmatics, discourse analysis and classical rhetoric to investigate in detail both speaker-centered and emotive aspects of hyperbole, and also addressee-related aspects, such as interpretation and interactional uptake. Illustrated with a range of diachronic case studies, hyperbole is also shown to be a main means of linguistic creativity, and an important contributor to language change. The book concludes with an exploration of the role of hyperbole in political speaking, humour, and literature. Original and in-depth, it will be invaluable to all those working on meaning,

This book puts assessment data and instruction together in a step-by-step format. Instead of dreading the time testing takes from teaching, you can harness its power to define learning targets, build

Relational mathematics is to operations research and informatics what numerical mathematics is to engineering: it is intended to help modelling, reasoning, and computing. Its applications are therefore diverse, ranging from psychology, linguistics, decision aid, and ranking to machine learning and spatial reasoning. Although many developments have been made in recent years, they have rarely been shared amongst this broad community of researchers. This comprehensive 2010 overview begins with an easy introduction to the topic, assuming a minimum of prerequisites; but it is nevertheless theoretically sound and up to date. It is suitable for applied scientists, explaining all the necessary mathematics from scratch using a multitude of visualised examples, via matrices and graphs. It ends with tangible results on the research level. The author illustrates the theory and demonstrates practical tasks in operations research, social sciences and the humanities.

Fern Jenkins' life is changed for ever when her brother is killed in action and her father dies in a mining explosion. Turned out of their home by the ruthless pit owner, Fern and her mother Wynne are

The second edition of this important book offers a framework for learning about vulnerable populations. It is thoroughly updated to include the latest data and trends in health and he

In this learning series, Kevin Eikenberry shares a set of powerful principles, skills, and action steps that develops leaders at all levels of the organization and anyone aspiring to be a leader.

Fern Jenkins' life is changed forever when her brother is killed in action and her father dies in a mining explosion. Turned out of their home by the ruthless pit owner, Fern and her mother Wynne are

Will immerse the advanced user in a variety of topics, including architecting different application-data tiers, memory-caching paradigms, data mining and search-engine optimization. Original.

Written to encourage defensive action, Defying Dementia is a guide to understanding and preventing dementia in all its forms. For readers interested in learning about dementia and the measures that ca

Lucas and his friends have the best surfing beach in town, and they want to keep it that way. So when Jerry and the city boys demand a piece of the action, it soon becomes an all-out war - for the bea

In his powerful new Seventh Edition of DRUG USE AND ABUSE: A COMPREHENSIVE INTRODUCTION, Dr. Howard Abadinsky draws from the latest available data as he explores all aspects of the drug and alcohol ab

The Stahl's Illustrated books are a series of pocket-sized, mid-priced, themed volumes. They distil theoretical information from the Stahl's Essential Psychopharmacology volume and combine this with practical data from The Prescriber's Guide. They are illustration heavy and designed to encourage speedy learning of both concepts and applications. The visual learner will find that these books make the concepts easier to master, and the non-visual learner will appreciate the clear, shortened text on complex psychopharmacological concepts. This volume covers the latest developments in our understanding of post-traumatic stress disorder and anxiety. As well as covering the full range of management options, there is a specific focus on the implications for military populations. The Stahl's Illustrated series appeals to the widest possible audience of mental health professionals, and not just those with expertise in psychopharmacology.

In response to the escalating need for up-to-date information on writers, Contemporary AuthorsR New Revision Series brings researchers the most recent data on the world's most-popular authors. These e

Ontologies and formal representations of knowledge are extremely powerful tools for modeling and managing large applications in several domains ranging from knowledge engineering, to data mining, to

In response to the escalating need for up-to-date information on writers, Contemporary AuthorsR New Revision Series brings researchers the most recent data on the world's most-popular authors. These e

In response to the escalating need for up-to-date information on writers, Contemporary AuthorsR New Revision Series brings researchers the most recent data on the world's most-popular authors. These e

Bayesian nonparametrics works - theoretically, computationally. The theory provides highly flexible models whose complexity grows appropriately with the amount of data. Computational issues, though challenging, are no longer intractable. All that is needed is an entry point: this intelligent book is the perfect guide to what can seem a forbidding landscape. Tutorial chapters by Ghosal, Lijoi and Prünster, Teh and Jordan, and Dunson advance from theory, to basic models and hierarchical modeling, to applications and implementation, particularly in computer science and biostatistics. These are complemented by companion chapters by the editors and Griffin and Quintana, providing additional models, examining computational issues, identifying future growth areas, and giving links to related topics. This coherent text gives ready access both to underlying principles and to state-of-the-art practice. Specific examples are drawn from information retrieval, NLP, machine vision, computational bio

In response to the escalating need for up-to-date information on writers, Contemporary AuthorsR New Revision Series brings researchers the most recent data on the world's most-popular authors. These e

Smartt (Vanderbilt U., Nashville) and Boise, Idaho-based education consultant Glaser provide a learning tool and guiding resource for schools that use data-based decision making (formative assessments

This book equips the reader to understand every important aspect of the dynamics of rotating machines. Will the vibration be large? What influences machine stability? How can the vibration be reduced? Which sorts of rotor vibration are the worst? The book develops this understanding initially using extremely simple models for each phenomenon, in which (at most) four equations capture the behavior. More detailed models are then developed based on finite element analysis, to enable the accurate simulation of the relevant phenomena for real machines. Analysis software (in MATLAB) is associated with this book, and novices to rotordynamics can expect to make good predictions of critical speeds and rotating mode shapes within days. The book is structured more as a learning guide than as a reference tome and provides readers with more than 100 worked examples and more than 100 problems and solutions.

Don't get lost in research methods -- succeed in the class with RESEARCH METHODS IN SOCIAL WORK. This how-to book includes simplified, step-by-step instructions using real-world data and scenarios. Pl

* Focuses on learning patterns and knowledge from data generated by mobile users and mobile technology. * Covers research and application issues in applying computational intelligence applications to

This text bridges the gap between traditional and reform approaches to algebra encouraging students to see mathematics in context. It presents fewer topics in greater depth, prioritizing data analysis

Autodesk Revit Architecture software provides building information modeling (BIM) data that allows you to design buildings with modeling and drafting elements. This book provides basic, step-by-step

Channel coding lies at the heart of digital communication and data storage, and this detailed introduction describes the core theory as well as decoding algorithms, implementation details, and performance analyses. In this book, Professors Ryan and Lin provide clear information on modern channel codes, including turbo and low-density parity-check (LDPC) codes. They also present detailed coverage of BCH codes, Reed-Solomon codes, convolutional codes, finite geometry codes, and product codes, providing a one-stop resource for both classical and modern coding techniques. Assuming no prior knowledge in the field of channel coding, the opening chapters begin with basic theory to introduce newcomers to the subject. Later chapters then extend to advanced topics such as code ensemble performance analyses and algebraic code design. 250 varied and stimulating end-of-chapter problems are also included to test and enhance learning, making this an essential resource for students and practitioners a

Scientists and policymakers have realised that localities are central to addressing the causes and consequences of global environmental change. The goal of the Human-Environment Regional Observatory project (HERO) was to develop the infrastructure necessary to monitor and understand the local dimensions of global change. This book presents the philosophy behind HERO, the methods used to put that philosophy into action, its results, and the lessons learned from the project. HERO used three strategies: it developed research protocols and data standards for collecting data; it built a web-based networking environment to help investigators share data, analyses and ideas from remote locations; and investigators field-tested these concepts by applying them in diverse biophysical and socioeconomic settings - central Massachusetts, central Pennsylvania, southwestern Kansas, and the US-Mexico border region of Arizona. The book highlights the unique focus of HERO regarding thinking and acting on