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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.

Directed to speakers of English as a second language, a multi-media guide to pronouncing American English uses a "pure-sound" approach to speaking to help imitate the fluid ways of American speech.

This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.

Short stories of life in New York during the 1980's.

A respected resource for decades, the Guide for the Care and Use of Laboratory Animals has been updated by a committee of experts, taking into consideration input from the scientific and laboratory animal communities and the public at large. The Guide incorporates new scientific information on common laboratory animals, including aquatic species, and includes extensive references. It is organized around major components of animal use: Key concepts of animal care and use. The Guide sets the framework for the humane care and use of laboratory animals. Animal care and use program. The Guide discusses the concept of a broad Program of Animal Care and Use, including roles and responsibilities of the Institutional Official, Attending Veterinarian and the Institutional Animal Care and Use Committee. Animal environment, husbandry, and management. A chapter on this topic is now divided into sections on terrestrial and aquatic animals and provides recommendations for housing and environment, husbandry, behavioral and population management, and more. Veterinary care. The Guide discusses veterinary care and the responsibilities of the Attending Veterinarian. It includes recommendations on animal procurement and transportation, preventive medicine (including animal biosecurity), and clinical care and management. The Guide addresses distress and pain recognition and relief, and issues surrounding euthanasia. Physical plant. The Guide identifies design issues, providing construction guidelines for functional areas; considerations such as drainage, vibration and noise control, and environmental monitoring; and specialized facilities for animal housing and research needs. The Guide for the Care and Use of Laboratory Animals provides a framework for the judgments required in the management of animal facilities. This updated and expanded resource of proven value will be important to scientists and researchers, veterinarians, animal care personnel, facilities managers, institutional administrators, policy makers involved in research issues, and animal welfare advocates.

Alida Nugent graduated college with a degree in one hand and a drink in the other, eager to trade in parties and all-nighters for “the real world.” But post-grad wasn’t the glam life she imagined. Soon buried under a pile of bills, laundry, and three-dollar bottles of wine, it quickly became clear that she had no idea what she was doing. But hey, what twentysomething does? In Don’t Worry, It Gets Worse, Nugent shares what it takes to make the awkward leap from undergrad to “mature and responsible adult that definitely never eats peanut butter straight from the jar and considers it a meal.” From trying to find an apartment on the black hole otherwise known as Craigslist to the creative maneuvering needed to pay off student loans and still enjoy happy hour, Nugent documents the formative moments of being a twentysomething with a little bit of snark and a lot of heart. Perfect for fans of HBO's Girls and Allie Brosh's Hyperbole and a Half, and based on her popular Tumblr blog The Frenemy, Don’t Worry, It Gets Worse is a love note to boozin’, bitchin’ ladies everywhere.

Your students will engage in their first guided practice with fresh reading selections every week! Students can directly interact with text by underlining, circling, and highlighting text to support answers with text evidence.

An electrifying thriller featuring Eve Rossi, head of a secret division of the FBI—one made up of ex-convicts with extraordinary talents, oversized egos, and contempt for the rules NAMED ONE OF THE BEST BOOKS OF THE YEAR BY LIBRARY JOURNAL AND SUSPENSE MAGAZINE In the hushed quiet of early morning Manhattan, in front of the towering bronze doors of Saint Patrick’s Cathedral, a young woman holds a sign that reads: HELP ME. For one FBI agent, a madman’s terrified hostages, and an entire city, a long and harrowing day is about to unfold. The hostage taker’s identity is unknown. But he knows who FBI agent Eve Rossi is—and everything about her past. Along with her presence, he demands five witnesses: ordinary people with some hidden connection. Defying her superiors, Eve begins a deadly dance with an adversary whose intentions are surely sinister, whose endgame is anything but certain, and whose cunning keeps him one step ahead at every turn. As Eve manages a taut hostage situation, she relies on the combined skills of her team—a secret unit inspired by France’s most notorious criminal and made up of ex-convicts with extraordinary talents, oversized egos, and contempt for the rules. Eve is up against a rapidly ticking clock. But the dangerous man calling the shots has a timetable of his own—and a searing question for his targets: What are you guilty of? As shocking revelations surface, so does another crisis nobody could anticipate—one not even Eve and her team may be able to stop. Praise for Hostage Taker “A high-voltage game of parry and thrust.”—New York Daily News “The perfect blend: an urban thriller as modern as tomorrow’s New York Times, driven by a two-hundred-year-old idea, with a main character to die for. I hope we see plenty more of Eve Rossi and her team.”—Lee Child, #1 New York Times bestselling author of Personal “The concept is great. . . . The twists are good, and the emotion level climbs higher and higher. . . . Pintoff has serious potential to go into waters already charted by the likes of Lisa Gardner, Tami Hoag, and Allison Brennan.”—Sarah Weinman, The Crime Lady “Amazing . . . [Hostage Taker] will keep you awake nights. . . . The book boasts a dynamic heroine. . . . You will never look at the beauties of the complicated structure that is St. Patrick’s Cathedral in New York quite the same again.”—Liz Smith, New York Social Diary “A high-velocity roller coaster of a thriller!”—Jeffery Deaver, New York Times bestselling author of The Skin Collector “A brilliant thriller from a gifted writer . . . Pintoff is one of the best crime writers at work today.”—Michael Koryta, New York Times bestselling author of Those Who Wish Me Dead “A gripping conclusion . . . tense and thoughtful . . . a sharp new crime series.”—Nights and Weekends “Pintoff skillfully ratchets up the tension and throws more than one curveball into this twisty, exciting read.”—Booklist (starred review) “Strong writing, a well-paced plot, and intriguing characters make this one of the best thrillers of the year. Fans of Lisa Gardner will find much to like here.”—Library Journal (starred review)