In this revision, the author takes a structured approach to explaining how networks function.

    This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree- based methods, support vector machines, clustering, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform. Two of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.

    It covers the basics of computer programming, including variables and values, functions, conditionals and control flow, program development and debugging. Later chapters cover basic algorithms and data structures.

    The book concisely reviews key physiological principles and includes clinical correlations throughout to emphasize connections between basic physiology and clinical medicine. Numerous illustrations, tables, and flow charts help students visualize material quickly and aid in long-term retention. End-of-chapter USMLE-style questions and a comprehensive end-of-book exam test the student's problem-solving skills, and clearly explained answers guide the student through the correct steps in reasoning. This edition features increased coverage of pathophysiology, new questions, and a new two-color design and artwork.

    Chronologically organized, it provides an objective overview of each major period in the development of American education, setting the discussion against the broader backdrop of national and world events. The first text to explore Native American traditions (including education) prior to colonization, it also offers strong, ongoing coverage of minorities and women.Key points that define the fourth edition of this volume include:Balanced Perspective - The authors provide contrasting views of American educational traditions, reforms, and theories in order to maintain a balanced view of events. They focus on conflicts, compromises and outcomes (positive and negative) that have defined America's educational past and that shape its future options. They also set discussions against the broader backdrop of national and world events.Pre-colonial Focus - A unique and much praised opening chapter discusses the educational traditions of Native Americans and the two-way learning exchanges that occurred between two distinct "old world" cultures, that is, between Native American and European cultures. The Indians taught as well as learned from the colonists. No other text has this feature.Cultural Conflict Focus - Throughout the text attention is paid to the cultural conflicts embedded in the majority-minority struggles of Native Americans and various immigrant groups throughout the nation's history. Chapter 5: Class, Caste and Education in the South provides an in-depth analysis of the educational legacy of Southern culture throughout the 19th and 20th centuries.Readability - Reviewers have labeled this the "best written text on the market" in terms of style, clarity and interest. "It's clarity and readability differentiate it from other books."Changes - The fourth edition will include more visual illustrations as well as substantial new material. A new epilogue adds closing comments on the present and future prospects for American education.

    Under the stewardship of the eminent editorial team, comprising two editors with experience gained over previous editions and a third editor new to this edition, and in response to reader feedback, the content has been sub-divided into parts to ensure a logical sequence and grouping of related chapters throughout while the text features enthusiastically received in the last edition have been retained. The new edition opens with sections devoted to the underlying principles of surgical practice, investigation and diagnosis, and pre-operative care. These are followed by chapters covering all aspects of surgical trauma. The remainder of the book considers each of the surgical specialties in turn, from elective orthopaedics through skin, head and neck, breast and endocrine, cardiothoracic and vascular, to abdominal and genitourinary.Key features: Authoritative: emphasises the importance of effective clinical examination and soundly based surgical principles, while taking into account the latest developments in surgical practice.Updated: incorporates new chapters on a wide variety of topics including metabolic response to injury, shock and blood transfusion, and surgery in the tropics.Easy to navigate: related chapters brought together into clearly differentiated sections for the first time.Readable: preserves the clear, direct writing style, uncluttered by technical jargon, that has proved so popular in previous editions.User-friendly: numerous photographs and explanatory line diagrams, learning objectives, summary boxes, biographical footnotes, memorable anecdotes and full-colour presentation supplement and enhance the text throughout.Bailey and Love has a wide appeal to all those studying surgery, from undergraduate medical students to those in preparation for their postgraduate surgical examinations. In addition, its high standing and reputation for unambiguous advice also make it the first point of reference for many practising surgeons. The changes that have been introduced to the 25th edition will only serve to strengthen support for the text among all these groups.

    Building on the successful top-down approach of previous editions, this fourth edition continues with an early emphasis on application-layer paradigms and application programming interfaces, encouraging a hands-on experience with protocols and networking concepts.

    That memory is often expressed in the symptomatology of posttraumatic stress disorder-nightmares, flashbacks, startle responses, and dissociative behaviors. In essence, the body of the traumatized individual refuses to be ignored.While reducing the chasm between scientific theory and clinical practice and bridging the gap between talk therapy and body therapy, Rothschild presents principles and non-touch techniques for giving the body its due. With an eye to its relevance for clinicians, she consolidates current knowledge about the psychobiology of the stress response both in normally challenging situations and during extreme and prolonged trauma. This gives clinicians from all disciplines a foundation for speculating about the origins of their clients' symptoms and incorporating regard for the body into their practice. The somatic techniques are chosen with an eye to making trauma therapy safer while increasing mind-body integration.Packed with engaging case studies, The Body Remembers integrates body and mind in the treatment of posttraumatic stress disorder. It will appeal to clinicians, researchers, students, and general readers.

    Some of the most notable are:Tales:"The Fall of the House of Usher""The Masque of the Red Death""The Pit and the Pendulum""The Premature Burial""The Purloined Letter""The Tell-Tale Heart"Poems:"Annabel Lee""The Bells""The City in the Sea""A Dream Within a Dream""To Helen""Lenore""The Raven""Ulalume"Other Works:The Narrative of Arthur Gordon Pym of Nantucket—Poe's only complete novelCollected EssaysAdditional Fan ResourcesAlso included are special features for any Poe enthusiast, including:A list of films and television series, both directly and indirectly inspired by the works of Edgar Allan Poe.A Reading Guide to fictional works that feature the historical Edgar Allan Poe as a character.Links to free, full-length audio recordings of the major poems and short stories in this collection.

    LEOs from all over the U.S. have sent in submissions that recall the good, the bad, and the utterly hilarious events they've encountered while in uniform. Stories inside include officers responding to misunderstandings, first-hand accounts of drunk and high subjects, events officers still can't explain today, and devastating recollections of their darkest calls.

    Narrated by some of the most celebrated doctors from across the world, Dear People, with Love and Care, Your Doctors weaves together inspirational and personal stories of medical excellence and brilliance, interjected with feelings of triumph, loss, fear, strength, valour and empathy.

    

    Jekyll and Mr. HydeTreasure Island

    Cole's harrowing account of his life spent in the ER and on the battlegrounds, fighting to save lives. In addition to his gripping stories of treating victims of gunshot wounds, stabbings, attempted suicides, flesh-eating bacteria, car crashes, industrial accidents, murder, and war, the book also covers the years during Cole's residency training when he was faced with 120-hour work weeks, excessive sleep deprivation, and the pressures of having to manage people dying of traumatic injury, often with little support.Unlike the authors of other medical memoirs, Cole trained to be a surgeon in the military and served as a physician member of a Marine Corps reconnaissance unit, United States Special Operations Command (USSOCOM), and on a Navy Reserve SEAL team. From treating war casualties in Afghanistan and Iraq to his experiences as a civilian trauma surgeon treating alcoholics, drug addicts, criminals, and the mentally deranged, TRAUMA is an intense look at one man's commitment to his country and to those most desperately in need of aid.

    Widowed Sid Rawlins, the rag-and-bone man, says she can come and live with him and he will give her child a name in return for her running his home and looking after his children. Despite the gossip a desperate Brenda has little choice but to accept. Life isn't easy for Brenda and little Ruby but they try make the best of things. Until Brenda falls in love with Sid's eldest son, Danny, and their affair causes trouble within the family. And when Sid dies and leaves the business to his cousin, Charlie, life becomes even harder for Brenda as she faces the threat of losing everything she holds dear...