Python data mining and machine learning in action

The seven unnerving stories in this original collection feature action figures that come alive at night, a ghost's first encounter with an MP3 player, and a karaoke machine that terrifies a sleepover

Using examples from real classrooms, this insightful book demonstrates how gathering and analyzing data about patterns in verbal and nonverbal classroom communication can boost the learning process.

'I have always maintained that, excepting fools, men did not differ much in intellect, only in zeal & hard work; and I still think there is an eminently important difference'. Throughout 1869, Darwin continued to collect data for his two most significant books after Origin: The Descent of Man and Expression of the Emotions. Explorers, diplomats, and missionaries all over the world were politely encouraged to investigate, for example, how emotions such as surprise, anger and shame were expressed in different cultures. As Darwin's research on human evolution neared completion, he learned that Alfred Russel Wallace, the co-discoverer of the theory, had begun to raise questions about its application to certain aspects of human development, attributing these to the action of a 'higher power'. In his correspondence, Wallace alluded to his belief in spiritualism, which he fully believed to be open to scientific investigation, but which gave Darwin much pause.

This second, updated edition of the best-selling Radio-Frequency Electronics introduces the basic concepts and key circuits of radio-frequency systems. It covers the fundamental principles applying to all radio devices, from wireless single-chip data transceivers to high-power broadcast transmitters. This new edition is extensively revised and expanded throughout, including additional chapters on radar, digital modulation, GPS navigation, and S-parameter circuit analysis. New worked examples and end-of-chapter problems are included to aid and test understanding of the topics covered, as well as numerous extra figures to provide a visual aid to learning. Key topics covered include filters, amplifiers, oscillators, modulators, low-noise amplifiers, phase lock loops, transformers, waveguides, and antennas. Assuming no prior knowledge of radio electronics, this is a perfect introduction to the subject. It is an ideal textbook for junior or senior courses in electrical engineering, as well

This text provides an in-depth, scholarly, and broad-based examination of serial murderers and their victims. The coverage is supported by extensive data and research, and it profiles some of the most

LEDA is a library of efficient data types and algorithms and a platform for combinatorial and geometric computing on which application programs can be built. In each of the core computer science areas of data structures, graph and network algorithms, and computational geometry, LEDA covers all (and more) that is found in the standard textbooks. LEDA is the first such library; it is written in C++ and is available on many types of machine. Whilst the software is freely available worldwide and is installed at hundreds of sites, this is the first book devoted to the library. Written by the main authors of LEDA, it is the definitive account, describing how the system is constructed and operates and how it can be used. The authors supply ample examples from a range of areas to show how the library can be used in practice, making the book essential for all workers in algorithms, data structures and computational geometry.

This unique text uses Microsoft Excel® workbooks to instruct students. In addition to explaining fundamental concepts in microeconomic theory, readers acquire a great deal of sophisticated Excel skills and gain the practical mathematics needed to succeed in advanced courses. In addition to the innovative pedagogical approach, the book features explicitly repeated use of a single central methodology, the economic approach. Students learn how economists think and how to think like an economist. With concrete, numerical examples and novel, engaging applications, interest for readers remains high as live graphs and data respond to manipulation by the user. Finally, clear writing and active learning are features sure to appeal to modern practitioners and their students. The website accompanying the text is found at www.depauw.edu/learn/microexcel.

The Wildfowl Trust (founded by Sir Peter Scott in 1946) has worked actively to promote wildfowl conservation over many years and this volume will surely be recognised as one of its finest achievements. Here in one volume the Wildfowl Trust, supported by the Nature Conservancy Council, presents a synthesis of detailed data collected by a wide range of enthusiasts on the distribution of wildfowl and their major habitats. The importance of sensitive conservation planning is stressed as is the vulnerability of wetlands to modern technology. The international dimension of wildfowl conservation is also well covered, especially by the clear maps of ringing recoveries and migration routes. This book emphasises the need for international action in conserving wetlands and stresses the benefits enjoyed by the fortunate countries endowed with these habitats. By their very presence the spectacular flocks of wildfowl provide one of the strongest arguments to convince laymen, planners and politicians

R is quickly becoming the number one choice for users in the fields of biology, medicine, and bioinformatics as their main means of storing, processing, sharing, and analyzing biomedical data. R for

This authoritative guide is the first to provide a complete system design perspective based on existing international standards and state-of-the-art networking and infrastructure technologies, from theoretical analyses to practical design considerations. The four most critical components involved in a multimedia networking system - data compression, quality of service (QoS), communication protocols, and effective digital rights management - are intensively addressed. Many real-world commercial systems and prototypes are also introduced, as are software samples and integration examples, allowing readers to understand practical tradeoffs in the design of multimedia architectures, and get hands-on experience learning the methodologies and procedures. Balancing just the right amount of theory with practical design and integration knowledge, this book is ideal for graduate students and researchers in electrical engineering and computer science, and also for practitioners in the communicatio

Material culture - the objects made by man - provides the primary data from which archaeologists have to infer the economies, technologies, social organization and ritual practices of extinct societies. The analysis and interpretation ofmaterial culture is therefore central to any concern with archaeological theory and methodology, and in order to understand better the relationship between material culture and human behaviour, archaeologists need to draw upon models derived from the study of ethnographic societies. First published in 1982, this book presents the results of a series of field investigations carried out in Kenya, Zambia and the Sudan into the 'archaeological' remains and material culture of contemporary small-scale societies, and demonstrates the way in which objects are used as symbols within social action and within particular world views and ideologies.

Latent inhibition is an exquisitely simple, robust and pervasive behavioural phenomenon - the reduced ability of an organism to learn new associations to previously inconsequential stimuli. It has been demonstrated in a variety of animals, including humans, across many different learning tasks. The ease of demonstrating the latent inhibition effect, on the one hand, is matched by the difficulty of incorporating it into contemporary conditioning and learning theories, on the other. R. E. Lubow offers a complete survey of the basic data that comprise the latent inhibition effect and a review of theories that attempt to explain it. He then elaborates his own Conditioned Attention Theory and derives applications for learned helplessness and schizophrenia. A wide range of experimental psychologists and neuroscientists will find this a stimulating and useful book for themselves and their students.

This book explores the factors which govern the range of educational decisions confronting individuals between compulsory school education and university. The data on which it draws come from two surveys conducted in north-west Italy, one of unemployed young people and one of high-school pupils. The author is in effect testing the two fundamental and opposed paradigms of explanation which are generally applied in the sociology of education; one which holds that the individual agents are essentially passive, being either constrained by lack of alternatives or pushed by causal factors of which they are unaware; and the other in which they are regarded as capable of purposive action, of weighing the available alternatives with respect to some future rewards.

Participatory Rural Appraisal (PRA) methods, now known as Participatory Learning and Action (PLA), have been extensively used in development research, action and evaluation. This book is based on the

Together with the expansive process of human rights constitutional declarations, in addition to the writ of habeas corpus and of habeas data, Latin American constitutions created a specific judicial remedy for the protection of constitutional rights, known as the suit, action, recourse, or writ of amparo. After spreading throughout Latin America, it was incorporated in the American Convention of Human Rights. It is similar to the 'injunctions' and the other equitable remedies of the United States legal system. This book examines, with a comparative constitutional law approach, trends in the constitutional and legal regulations in all Latin American countries regarding the amparo proceeding. It is an abridged version of the course of lectures the author gave at the Columbia Law School analyzing the regulations of the seventeen amparo statutes in force in Latin America, as well as the regulation on the amparo guarantee established in Article 25 of the American Convention on Human Rights.

"CompTIA Security+ 2008 In Depth" gives you the coverage you need to pass CompTIA?s latest Security+ exam and to fully understand the current risks and threats to an organization?s data. If you are j

Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine learning methods on text collections. All the important ideas are explained using examples and figures, making it perfect for introductory courses in information retrieval for advanced undergraduates and graduate students in computer science. Based on feedback from extensive classroom experience, the book has been carefully structured in order to make teaching more natural and effective. Slides and additional exercises (with solutions for lecturers) are also available through the book's supporting website to help course instructors prepare their lectures.

This companion DVD demonstrates key techniques and family therapy theories in action. It includes up-to-date counseling examples, as well as counseling theories demonstrated in 15-minute segments. Thi

This 1996 book is a reliable account of the statistical framework for pattern recognition and machine learning. With unparalleled coverage and a wealth of case-studies this book gives valuable insight into both the theory and the enormously diverse applications (which can be found in remote sensing, astrophysics, engineering and medicine, for example). So that readers can develop their skills and understanding, many of the real data sets used in the book are available from the author's website: www.stats.ox.ac.uk/～ripley/PRbook/. For the same reason, many examples are included to illustrate real problems in pattern recognition. Unifying principles are highlighted, and the author gives an overview of the state of the subject, making the book valuable to experienced researchers in statistics, machine learning/artificial intelligence and engineering. The clear writing style means that the book is also a superb introduction for non-specialists.

As its title implies, PUBLIC ADMINISTRATION: AN ACTION ORIENTATION encourages students to take action in and become participants in public administration. Robert and Janet Denhardt instruct readers on

1.There are many new and revised exercises and examples throughout the text. Many of these new exercises use real data.2.Several exercises now refer to material covered in earlier sections and chapter

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

How do bilinguals experience emotions? Do they perceive and express emotions similarly or differently in their respective languages? Does the first language remain forever the language of the heart? What role do emotions play in second language learning and in language attrition? Why do some writers prefer to write in their second language? In this provocative book, Pavlenko challenges the monolingual bias of modern linguistics and psychology and uses the lens of bi- and multilingualism to offer a fresh perspective on the relationship between language and emotions. Bringing together insights from the fields of linguistics, neurolinguistics, psychology, anthropology, psychoanalysis and literary theory, Pavlenko offers a comprehensive introduction to this cross-disciplinary movement. This is a highly readable and thought-provoking book that draws on empirical data and first hand accounts and offers invaluable advice for novice researchers. It will appeal to scholars and researchers acros

This volume introduces machine learning techniques that are particularly powerful and effective for modeling multimedia data and common tasks of multimedia content analysis. It systematically covers k

This book presents technical data relating to individual machine components and performance, from the practical perspective of those working in a molding shop. It begins by concentrating on only a few

Inferring the precise locations and splicing patterns of genes in DNA is a difficult but important task, with broad applications to biomedicine. The mathematical and statistical techniques that have been applied to this problem are surveyed and organized into a logical framework based on the theory of parsing. Both established approaches and methods at the forefront of current research are discussed. Numerous case studies of existing software systems are provided, in addition to detailed examples that work through the actual implementation of effective gene-predictors using hidden Markov models and other machine-learning techniques. Background material on probability theory, discrete mathematics, computer science, and molecular biology is provided, making the book accessible to students and researchers from across the life and computational sciences. This book is ideal for use in a first course in bioinformatics at graduate or advanced undergraduate level, and for anyone wanting to kee

Inferring the precise locations and splicing patterns of genes in DNA is a difficult but important task, with broad applications to biomedicine. The mathematical and statistical techniques that have been applied to this problem are surveyed and organized into a logical framework based on the theory of parsing. Both established approaches and methods at the forefront of current research are discussed. Numerous case studies of existing software systems are provided, in addition to detailed examples that work through the actual implementation of effective gene-predictors using hidden Markov models and other machine-learning techniques. Background material on probability theory, discrete mathematics, computer science, and molecular biology is provided, making the book accessible to students and researchers from across the life and computational sciences. This book is ideal for use in a first course in bioinformatics at graduate or advanced undergraduate level, and for anyone wanting to kee

This book introduces Web developers to the advanced topic of machine learning and statistics in a clear and concise way, with easy-to-follow examples and code that can be used in their own application

This book brings together important topics of current research in probabilistic graphical modeling, learning from data and probabilistic inference. Coverage includes such topics as the characterizatio

The media environment is changing. Today in the United States, the average viewer can choose from hundreds of channels, including several twenty-four hour news channels. News is on cell phones, on iPods, and online; it has become a ubiquitous and unavoidable reality in modern society. The purpose of this 2007 book is to examine systematically, how these differences in access and form of media affect political behaviour. Using experiments and survey data, it shows how changes in the media environment reverberate through the political system, affecting news exposure, political learning, turnout, and voting behaviour.

The media environment is changing. Today in the United States, the average viewer can choose from hundreds of channels, including several twenty-four hour news channels. News is on cell phones, on iPods, and online; it has become a ubiquitous and unavoidable reality in modern society. The purpose of this 2007 book is to examine systematically, how these differences in access and form of media affect political behaviour. Using experiments and survey data, it shows how changes in the media environment reverberate through the political system, affecting news exposure, political learning, turnout, and voting behaviour.

Language is closely linked to our social relationships and is the medium through which we participate in a variety of social activities. This fascinating study explores the important role of language in various aspects of our social life, such as identity, gender relations, class, kinship, status, and hierarchies. Drawing on data from over thirty different languages and societies, it shows how language is more than simply a form of social action; it is also an effective tool with which we formulate models of social life and conduct. These models - or particular forms of social behaviour - are linked to the classification of 'types' of action or actor, and are passed 'reflexively' from person to person, and from generation to generation. Providing a unified way of accounting for a variety of social phenomena, this book will be welcomed by all those interested in the interaction between language, culture, and society.

Advances in experimental methods have resulted in the generation of enormous volumes of data across the life sciences. Hence clustering and classification techniques that were once predominantly the domain of ecologists are now being used more widely. This 2006 book provides an overview of these important data analysis methods, from long-established statistical methods to more recent machine learning techniques. It aims to provide a framework that will enable the reader to recognise the assumptions and constraints that are implicit in all such techniques. Important generic issues are discussed first and then the major families of algorithms are described. Throughout the focus is on explanation and understanding and readers are directed to other resources that provide additional mathematical rigour when it is required. Examples taken from across the whole of biology, including bioinformatics, are provided throughout the book to illustrate the key concepts and each technique's potential.

A thermometer, a water-cycle model, a wave machine, a greenhouse—these are just a few things students can make out of a simple soda bottle. This book features learning-rich, hands-on activities

Written to encourage defensive action, Levine's book is meant both as a guide and a reference to understanding and preventing dementia. It is intended for lay people interested in learning about deme

The achievement gaps in science and the under-representation of minorities in science-related fields have long been a concern of the nation. This book examines the roots of this problem by providing a comprehensive, 'state of the field' analysis and synthesis of current research on science education for minority students. Research from a range of theoretical and methodological perspectives is brought to bear on the question of how and why our nation's schools have failed to provide equitable learning opportunities with all students in science education. From this wealth of investigative data, the authors propose a research agenda for the field of science education - identifying strengths and weaknesses in the literature to date as well as the most urgent priorities for those committed to the goals of equity and excellence in science education.

The achievement gaps in science and the under-representation of minorities in science-related fields have long been a concern of the nation. This book examines the roots of this problem by providing a comprehensive, 'state of the field' analysis and synthesis of current research on science education for minority students. Research from a range of theoretical and methodological perspectives is brought to bear on the question of how and why our nation's schools have failed to provide equitable learning opportunities with all students in science education. From this wealth of investigative data, the authors propose a research agenda for the field of science education - identifying strengths and weaknesses in the literature to date as well as the most urgent priorities for those committed to the goals of equity and excellence in science education.

Transform data into action for competitive advantage "The knowledge assets of an organization are becoming increasingly important for competitive advantage, and therefore, the way in which knowledge

How do bilinguals experience emotions? Do they perceive and express emotions similarly or differently in their respective languages? Does the first language remain forever the language of the heart? What role do emotions play in second language learning and in language attrition? Why do some writers prefer to write in their second language? In this provocative book, Pavlenko challenges the monolingual bias of modern linguistics and psychology and uses the lens of bi- and multilingualism to offer a fresh perspective on the relationship between language and emotions. Bringing together insights from the fields of linguistics, neurolinguistics, psychology, anthropology, psychoanalysis and literary theory, Pavlenko offers a comprehensive introduction to this cross-disciplinary movement. This is a highly readable and thought-provoking book that draws on empirical data and first hand accounts and offers invaluable advice for novice researchers. It will appeal to scholars and researchers acros

This latest volume addresses the contemporary issues related to recombination in filamentous fungi, EST data mining, fungal intervening sequences, gene silencing, DNA damage response in filamentous fu