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A Concise Introduction to Decentralized POMDPs
This book introduces multiagent planning under uncertainty as formalized by decentralized partially observable Markov decision processes (Dec-POMDPs). The intended audience is researchers and graduate students working in the fields of artificial intelligence related to sequential decision making: reinforcement learning, decision-theoretic planning for single agents, classical multiagent planning, decentralized control, and operations research.
Legal Perspectives on Cultural Resources
Collection of original writings on legal aspects of cultural resources protection from practicing lawyers and judges. Visit our website for sample chapters!
A Letter from Sicily
A Letter from Sicily is a sweeping family saga that explores immigration in a way that's both timely and timeless; the dramatic story follows a young orphan who struggles after leaving Sicily for the United States, and his grandson, who, more than one hundred years later, travels to Italy to explore his heritage-and falls in love. The story captures, in cinematic style, all that family life entails: love, loss, yearning, togetherness, and separation, as well as contemplating and remembering one's roots. "Christopher Amato tells a captivating story of hope, survival, love and the innate quest to learn about one's family roots." - Jacqueline Alio, author of Women of Sicily: Saints, Queens and ...
Peace River Village
Four retired cops match wits against one of their own-a corrupt and malevolent lawman-to save a teenage girl from being sold into the lurid underground sex trafficking world.
Reasonable Doubt
"In January 2002, forty-six-year-old Christa Worthington was found stabbed to death in the kitchen of her Cape Cod cottage, her curly-haired toddler clutching her body. A former Vassar girl and scion of a prominent local family, Christa had abandoned a glamorous career as a fashion writer for a simpler life on the Cape, where she had an affair with a married fisherman and had his child. After her murder, evidence pointed toward several local men who had known her. Yet in 2005, investigators arrested Christopher McCowen, a thirty-four-year-old African-American garbage collector with an IQ of 76. The local headlines screamed,'Black Trash Hauler Ruins Beautiful White Family' and 'Black Murderer...
Decision Making Under Uncertainty
An introduction to decision making under uncertainty from a computational perspective, covering both theory and applications ranging from speech recognition to airborne collision avoidance. Many important problems involve decision making under uncertainty—that is, choosing actions based on often imperfect observations, with unknown outcomes. Designers of automated decision support systems must take into account the various sources of uncertainty while balancing the multiple objectives of the system. This book provides an introduction to the challenges of decision making under uncertainty from a computational perspective. It presents both the theory behind decision making models and algorit...
Decision Making Under Uncertainty
An introduction to decision making under uncertainty from a computational perspective, covering both theory and applications ranging from speech recognition to airborne collision avoidance. Many important problems involve decision making under uncertainty—that is, choosing actions based on often imperfect observations, with unknown outcomes. Designers of automated decision support systems must take into account the various sources of uncertainty while balancing the multiple objectives of the system. This book provides an introduction to the challenges of decision making under uncertainty from a computational perspective. It presents both the theory behind decision making models and algorit...
Deep Reinforcement Learning
Deep reinforcement learning has attracted considerable attention recently. Impressive results have been achieved in such diverse fields as autonomous driving, game playing, molecular recombination, and robotics. In all these fields, computer programs have taught themselves to understand problems that were previously considered to be very difficult. In the game of Go, the program AlphaGo has even learned to outmatch three of the world’s leading players.Deep reinforcement learning takes its inspiration from the fields of biology and psychology. Biology has inspired the creation of artificial neural networks and deep learning, while psychology studies how animals and humans learn, and how sub...
