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EPUB & PDF Ebook Decision Making Under Uncertainty: Theory and Application (MIT Lincoln Laboratory Series) | EBOOK ONLINE DOWNLOAD
by by Mykel J. Kochenderfer (Author), Christopher Amato (Contributor), Girish Chowdhary (Contributor), Jonathan P. How (Contributor), Hayley J. Davison Reynolds (Contributor) & 1 more.
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Ebook PDF Decision Making Under Uncertainty: Theory and Application (MIT Lincoln Laboratory Series) | EBOOK ONLINE DOWNLOAD
Hello All, If you want to download free Ebook, you are in the right place to download Ebook. Ebook Decision Making Under Uncertainty: Theory and Application (MIT Lincoln Laboratory Series) EBOOK ONLINE DOWNLOAD in English is available for free here, Click on the download LINK below to download Ebook Decision Making Under Uncertainty: Theory and Application (MIT Lincoln Laboratory Series) 2020 PDF Download in English by by Mykel J. Kochenderfer (Author), Christopher Amato (Contributor), Girish Chowdhary (Contributor), Jonathan P. How (Contributor), Hayley J. Davison Reynolds (Contributor) & 1 more (Author).
Description
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 algorithms and a collection of example applications that range from speech recognition to aircraft collision avoidance. Focusing on two methods for designing decision agents, planning and reinforcement learning, the book covers probabilistic models, introducing Bayesian networks as a graphical model that captures probabilistic relationships between variables; utility theory as a framework for understanding optimal decision making under uncertainty; Markov decision processes as a method for modeling sequential problems; model uncertainty; state uncertainty; and cooperative decision making involving multiple interacting agents. A series of applications shows how the theoretical concepts can be applied to systems for attribute-based person search, speech applications, collision avoidance, and unmanned aircraft persistent surveillance. Decision Making Under Uncertainty unifies research from different communities using consistent notation, and is accessible to students and researchers across engineering disciplines who have some prior exposure to probability theory and calculus. It can be used as a text for advanced undergraduate and graduate students in fields including computer science, aerospace and electrical engineering, and management science. It will also be a valuable professional reference for researchers in a variety of disciplines.
Let's be real: 2020 has been a nightmare. Between the political unrest and novel coronavirus (COVID-19) pandemic, it's difficult to look back on the year and find something, anything, that was a potential bright spot in an otherwise turbulent trip around the sun. Luckily, there were a few bright spots: namely, some of the excellent works of military history and analysis, fiction and non-fiction, novels and graphic novels that we've absorbed over the last year.
Here's a brief list of some of the best books we read here at Task & Purpose in the last year. Have a recommendation of your own? Send an email to ja...@taskandpurpose.Com and we'll include it in a future story.
Missionaries by Phil Klay
I loved Phil Klay’s first book, Redeployment (which won the National Book Award), so Missionaries was high on my list of must-reads when it came out in October. It took Klay six years to research and write the book, which follows four characters in Colombia who come together in the shadow of our post-9/11 wars. As Klay’s prophetic novel shows, the machinery of technology, drones, and targeted killings that was built on the Middle East battlefield will continue to grow in far-flung lands that rarely garner headlines. [Buy]
- Paul Szoldra, editor-in-chief
Battle Born: Lapis Lazuli by Max Uriarte
Written by 'Terminal Lance' creator Maximilian Uriarte, this full-length graphic novel follows a Marine infantry squad on a bloody odyssey through the mountain reaches of northern Afghanistan. The full-color comic is basically 'Conan the Barbarian' in MARPAT. [Buy]