The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then manipulated by reasoning algorithms. These models can also be learned automatically from data, allowing the approach to be used in cases where manually constructing a model is difficult or even impossible. Because uncertainty is an inescapable aspect of most real-world applications, the book focuses on probabilistic models, which make the uncertainty explicit and provide models that are more faithful to reality.Probabilistic Graphical Models discusses a variety of models, spanning Bayesian networks, undirected Markov networks, discrete and continuous models, and extensions to deal with dynamical systems and relational data. For each class of models, the text describes the three fundamental cornerstones: representation, inference, and learning, presenting both basic concepts and advanced techniques. Finally, the book considers the use of the proposed framework for causal reasoning and decision making under uncertainty. The main text in each chapter provides the detailed technical development of the key ideas. Most chapters also include boxes with additional material: skill boxes, which describe techniques; case study boxes, which discuss empirical cases related to the approach described in the text, including applications in computer vision, robotics, natural language understanding, and computational biology; and concept boxes, which present significant concepts drawn from the material in the chapter. Instructors (and readers) can group chapters in various combinations, from core topics to more technically advanced material, to suit their particular needs.

    With this hands-on reference, you'll focus on implementation rather than theory, and discover why the RESTful method is far better than technologies like CORBA and SOAP. It's easy to get started with services based on the REST architecture. RESTful Java with JAX-RS includes a technical guide that explains REST and JAX-RS, how they work, and when to use them. With the RESTEasy workbook that follows, you get step-by-step instructions for installing, configuring, and running several working JAX-RS examples using the JBoss RESTEasy implementation of JAX-RS.Work on the design of a distributed RESTful interface, and develop it in Java as a JAX-RS serviceDispatch HTTP requests in JAX-RS, and learn how to extract information from themDeploy your web services within Java Enterprise Edition using the Application class, Default Component Model, EJB Integration, Spring Integration, and JPADiscover several options for securing your web servicesLearn how to implement RESTful design patterns using JAX-RSWrite RESTful clients in Java using libraries and frameworks such as java.net.URL, Apache HTTP Client, and RESTEasy Proxy

    In these pages, Lieutenant Joe Leaphorn and Sergeant Jim Chee of the Navajo Tribal Police are investigating perplexing and mystifying crimes. Leaphorn, Chee, and More is a must for all mystery fans.The Fallen Man reunites newly retired Navajo Tribal Policeman Joe Leaphorn with Acting Lieutenant Jim Chee to finally close a case involving a sniper, a skeleton, and eleven years of unanswered questions. In this evocative mystery, the past and the present join forces in a most unholy union.In The First Eagle, Jim Chee catches a Hopi poacher huddled over a butchered Navajo Tribal Police officer. Chee seems to have an open-and-shut case -- until Joe Leaphorn blows it wide open.Hunting Badger balances politics, outsiders, and fugitive armed bandits. After the Ute tribe's gambling casino is raided, FBI agents swarm the maze of canyons on the Utah-Arizona border. But Chee and Leaphorn find fatal flaws in the federal theory that accuses a wounded deputy sheriff as a suspect, and they are soon caught in the most deadly hunt of their lives.

    The duardin have developed new technology and weapons of war, and now they sail the skies in their amazing airships, seeking wealth and plunder. Brokrin Ullissonn, Captain of the Ang Drak, has a reputation for bad luck. Unless his fortune turns, and soon, he will lose his ship and his livelihood. When he and his crew discover the location of a source of aether-gold of unparalleled quality, the temptation is too strong to resist. No matter what dangers present themselves, the duardin desire wealth beyond all. But when Brokrinn realises what the true cost of the aether-gold will be, is it too late for him to save himself, his crew, and his ship?

    In 1985, a new version of the language was developed, incorporating additional features such as multiple input files, dynamic regular expressions, and user-defined functions. This new version is available for both Unix and MS-DOS. This is the first book on AWK. It begins with a tutorial that shows how easy AWK is to use. The tutorial is followed by a comprehensive manual for the new version of AWK. Subsequent chapters illustrate the language by a range of useful applications, such as: Retrieving, transforming, reducing, and validating data Managing small, personal databases Text processing Little languages Experimenting with algorithms The examples illustrates the books three themes: showing how to use AWK well, demonstrating AWKs versatility, and explaining how common computing operations are done. In addition, the book contains two appendixes: summary of the language, and answers to selected exercises.

    

    It is fundamental to Philosophical Taoism. Specially formatted for the Amazon Kindle, with easy navigation table of contents, and adjustable font size.

    Join Bay, Clove, Thistle and Aunt Tillie as they share a magical Christmas, travel through a crazy soap opera world, and take on the government when they’re convinced an unidentified flying object went down in a nearby field. This three-book omnibus includes A Witchmas Carol, All My Witches and Close Encounters of the Witchy Kind.

    

    even when you don't want to. After finally deciding to accept the job with Erica, Matt makes the move up to Seattle and starts to work through the balancing act of maintaining life under the hard task master known as Corporate America. No matter how much Erica works to keep him from becoming a different man, one thing is for sure… he’s changing. In the bedroom if nowhere else… ** This is book 2 in a new series. There is a cliffhanger, and book three is available. + 18 due to strong language, explicit sexual content and possible violence.

    Works include:Le Monsieur De La Petite DameSurly Tim, A Lancashire StoryThe Dawn of a To-morrowEmily Fox-SetonBeing ''The Making of a Marchioness'' and ''The Methods of Lady Walderhurst''EsmeraldaA Fair BarbarianThe Head of the House of CoombeHis Grace of OsmondeBeing the Portions of That Nobleman's Life Omitted in the Relation of His Lady's Story Presented to the World of Fashion under the Title of 'A Lady of Quality'In Connection with the De Willoughby ClaimIn the Closed RoomA Lady of QualityThe Land of the Blue FlowerThe Little Hunchback ZiaLittle Lord FauntleroyA Little PrincessLittle Saint Elizabeth and Other StoriesLoduskyThe Lost PrinceMère Girauds Little DaughterMy RobinOne Day At ArleThe Pretty Sister of JoséRacketty-Packetty HouseAs told by Queen CrosspatchRobinSara Crewe, or, What Happened at Miss Minchin'sThe Secret GardenSethThe ShuttleT. TembaromThat Lass O' Lowrie'sTheo, A Sprightly Love StoryVagabondiaThe White People

    When Shane Keller made the decision to help Maddison James with a heartbreaking choice, it sent them, and everyone around them, on a spiraling path from which they‘ve spent years trying to come back. When trust is lost, the road back is treacherous, but real love always leads back home.

    When Bloodshot, Toyo Harada and Peter Stanchek join the chase, will the Valiant Universe be ready for its first all-out superhuman showdown?By acclaimed writers Joshua Dysart (Harbinger) and Duane Swierczynski (Bloodshot) and superstar artists Clayton Henry (Harbinger Wars), Pere Pérez (Bloodshot), Trevor Hairsine (Harbinger Wars), Khari Evans (Harbinger), and Barry Kitson (Bloodshot), start reading here for a high-stakes tale that will put Valiant's greatest heroes to the ultimate test!Collecting: Harbinger Wars 1-4, Harbinger 11-14, & Bloodshot 10-13

    Authors Drew Conway and John Myles White help you understand machine learning and statistics tools through a series of hands-on case studies, instead of a traditional math-heavy presentation.Each chapter focuses on a specific problem in machine learning, such as classification, prediction, optimization, and recommendation. Using the R programming language, you'll learn how to analyze sample datasets and write simple machine learning algorithms. "Machine Learning for Hackers" is ideal for programmers from any background, including business, government, and academic research.Develop a naive Bayesian classifier to determine if an email is spam, based only on its textUse linear regression to predict the number of page views for the top 1,000 websitesLearn optimization techniques by attempting to break a simple letter cipherCompare and contrast U.S. Senators statistically, based on their voting recordsBuild a "whom to follow" recommendation system from Twitter data