Deep Reinforcement Learning for Wireless Communications and Networking Comprehensive guide to Deep Reinforcement Learning (DRL) as applied to wireless communication systems Deep Reinforcement Learning for Wireless Communications and Networking presents an overview of the development of DRL while providing fundamental knowledge about theories, formulation, design, learning models, algorithms and implementation of DRL together with a particular case study to practice. The book also covers diverse applications of DRL to address various problems in wireless networks, such as caching, offloading, resource sharing, and security. The authors discuss open issues by introducing some advanced DRL approaches to address emerging issues in wireless communications and networking. Covering new advanced models of DRL, e.g., deep dueling architecture and generative adversarial networks, as well as emerging problems considered in wireless networks, e.g., ambient backscatter communication, intelligent reflecting surfaces and edge intelligence, this is the first comprehensive book studying applications of DRL for wireless networks that presents the state-of-the-art research in architecture, protocol, and application design. Deep Reinforcement Learning for Wireless Communications and Networking covers specific topics such as: Deep reinforcement learning models, covering deep learning, deep reinforcement learning, and models of deep reinforcement learning Physical layer applications covering signal detection, decoding, and beamforming, power and rate control, and physical-layer security Medium access control (MAC) layer applications, covering resource allocation, channel access, and user/cell association Network layer applications, covering traffic routing, network classification, and network slicing With comprehensive coverage of an exciting and noteworthy new technology, Deep Reinforcement Learning for Wireless Communications and Networking is an essential learning resource for researchers and communications engineers, along with developers and entrepreneurs in autonomous systems, who wish to harness this technology in practical applications.

This volume explores recent techniques for the computational inference of gene regulatory networks (GRNs). The chapters in this book cover topics such as methods to infer GRNs from time-varying data; the extraction of causal information from biological data; GRN inference from multiple heterogeneous data sets; non-parametric and hybrid statistical methods; the joint inference of differential networks; and mechanistic models of gene regulation dynamics. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, descriptions of recently developed methods for GRN inference, applications of these methods on real and/ or simulated biological data, and step-by-step tutorials on the usage of associated software tools. Cutting-edge and thorough, Gene Regulatory Networks: Methods and Protocols is an essential tool for evaluating the current research needed to further address the common challenges faced by specialists in this field.

This study focuses on impacts of the environmental and socio-economic transformation on the indigenous people's livelihoods in Vietnam's Central Highlands recent decades since the country's reunification in 1975. The first empirical section sheds light on multiple external conditions (policy reforms, population trends, and market forces) exposed onto local people. The role of human and social capital is examined again in a specific livelihood of community-based tourism to testify the resilience level of local people when coping with constraints. The study concludes with an outlook on implications of development processed which still places agriculture at the primary position livelihood, and pays attention to human capital and social capital of indigenous groups in these highlands.

Published on the 40th anniversary of the end of the war in Vietnam, this book brings to life the experiences and memories of South Vietnamese soldiers-the forgotten combatants of this controversial conflict. South Vietnam lost more than a quarter of a million soldiers in the Vietnam War, yet the histories of these men-and women-are largely absent from the vast historiography of the conflict. By focusing on oral histories related by 40 veterans from the former Republic of Vietnam Armed Forces, this book breaks new ground, shedding light on an essentially unexplored aspect of the war and giving voice to those who have been voiceless. The experiences of these former soldiers are examined through detailed firsthand accounts that feature two generations and all branches of the service, including the Women's Armed Forces Corps. Readers will gain insight into the soldiers' early lives, their military service, combat experiences, and friendships forged in wartime. They will also see how life became worse for most in the aftermath of the war as they experienced internment in communist prison camps, discrimination against their families on political grounds, and the dangers inherent in escaping Vietnam, whether by sea or land. Finally, readers will learn how veterans who saw no choice but to leave their homeland succeeded in rebuilding their lives in new countries and cultures. Relates the stories of South Vietnamese soldiers through a compelling narrative driven by oral histories Brings the experiences of these soldiers to life for the reader by sharing their compelling firsthand accounts Draws on a key oral history collection newly established at the National Library of Australia in 2013-2014 Provides fascinating insights into the soldiers' early years, their military service and experiences, and their post-war lives Conveys the strength of will and resilience that enabled these men and women to endure the hardships of war, the defeat of their armed forces, the loss of their country, and the challenges of becoming refugees and resettling in new lands

This book is devoted to the analysis of causal inference which is one of the most difficult tasks in data analysis: when two phenomena are observed to be related, it is often difficult to decide whether one of them causally influences the other one, or whether these two phenomena have a common cause. This analysis is the main focus of this volume. To get a good understanding of the causal inference, it is important to have models of economic phenomena which are as accurate as possible. Because of this need, this volume also contains papers that use non-traditional economic models, such as fuzzy models and models obtained by using neural networks and data mining techniques. It also contains papers that apply different econometric models to analyze real-life economic dependencies.

The International Conference of Harmonization (ICH) has worked on har- nizing the stability regulations in the US, Europe, and Japan since the early 1990s. Even though the Stability Guidelines Q1A (R2) was issued over a decade ago, issues surrounding this arena continue to surface as the principles described in the guideline are applied to different technical concentrations. As a result, the stability community has continued to discuss concerns and find ways of harmonizing regulatory requirements, streamlining practices, improving processes in order to bring safe and effective medical supplies to the patients around the world. In 2007, the American Association of Pharmaceutical Scientists (AAPS) Stability Focus Group organized two workshops - the Stability Workshop and the Degradation Mechanism Workshop. These meetings attracted many industry scientists as well as representatives from several regulatory agencies in the world to discuss important topics related to pharmaceutical stability practices. Recognizing the importance of documenting these discussions and with the permission of AAPS, I have worked with speakers to assemble a collection of 30 articles from presentations given at these two meetings, mainly the Stability Workshop. I trust that this book will be beneficial to all of you in providing guidance and up-to-date information for building quality stability programs. v Freedom of our mind is Mother of all inventions.

This book presents recent research on robustness in econometrics. Robust data processing techniques - i.e., techniques that yield results minimally affected by outliers - and their applications to real-life economic and financial situations are the main focus of this book. The book also discusses applications of more traditional statistical techniques to econometric problems. Econometrics is a branch of economics that uses mathematical (especially statistical) methods to analyze economic systems, to forecast economic and financial dynamics, and to develop strategies for achieving desirable economic performance. In day-by-day data, we often encounter outliers that do not reflect the long-term economic trends, e.g., unexpected and abrupt fluctuations. As such, it is important to develop robust data processing techniques that can accommodate these fluctuations.

An exciting, memorable, historical memoir awaits everyone as author Brian Huynh Travis releases, through Xlibris, A Second Chance At Life. Readers will dip into the author's life as this book takes them to his amazing journey.A Second Chance at Life is a remarkable historical memoir that represents the life and adventures of the author. In this inspiring account, the author tells about his life-from childhood, to beginning a new life in America, to becoming successful. He relates his family, struggles, adventures and misadventures, his different careers, his various experiences at war, public service, and so much more. This is an absolute revelation of how his life travels from one simple step towards achieving a new, healthy, and prosperous life. Through A Second Chance at Life, readers will find inspiration and hope as they travel through life. For more information on this book, log on to www.Xlibris.com.

This edited book contains several state-of-the-art papers devoted to econometrics of risk. Some papers provide theoretical analysis of the corresponding mathematical, statistical, computational, and economical models. Other papers describe applications of the novel risk-related econometric techniques to real-life economic situations. The book presents new methods developed just recently, in particular, methods using non-Gaussian heavy-tailed distributions, methods using non-Gaussian copulas to properly take into account dependence between different quantities, methods taking into account imprecise ("fuzzy") expert knowledge, and many other innovative techniques. This versatile volume helps practitioners to learn how to apply new techniques of econometrics of risk, and researchers to further improve the existing models and to come up with new ideas on how to best take into account economic risks.

In contrast with trichromatic image sensors, imaging spectroscopy can capture the properties of the materials in a scene. This implies that scene analysis using imaging spectroscopy has the capacity to robustly encode material signatures, infer object composition and recover photometric parameters.

This landmark text/reference presents a detailed analysis of spectral imaging, describing how it can be used in elegant and efficient ways for the purposes of material identification, object recognition and scene understanding. The opportunities and challenges of combining spatial and spectral information are explored in depth, as are a wide range of applications from surveillance and computational photography, to biosecurity and resource exploration.

Topics and features: discusses spectral image acquisition by hyperspectral cameras, and the process of spectral image formation; examines models of surface reflectance, the recovery of photometric invariants, and the estimation of the illuminant power spectrum from spectral imagery; describes spectrum representations for the interpolation of reflectance and radiance values, and the classification of spectra; reviews the use of imaging spectroscopy for material identification; explores the recovery of reflection geometry from image reflectance; investigates spectro-polarimetric imagery, and the recovery of object shape and material properties using polarimetric images captured from a single view.

An essential resource for researchers and graduate students of computer vision and pattern recognition, this comprehensive introduction to imaging spectroscopy for scene analysis will also be of great use to practitioners interested in shape analysis employing polarimetric imaging, and material recognition and classification using hyperspectral or multispectral data.

The act of remembering is a means of bringing the past alive and an imaginative way of dealing with loss. It has been the subject of much recent scholarship and is of particular relevance at a time of widespread transnational migration. This book is a valuable and original contribution to the field of diaspora studies. Based on in-depth oral narratives of forty Vietnamese women, it deals with themes both universal and specific to this diaspora: divergent memories in families, the significance of homeland, the return to Vietnam, cross-cultural relationships, intergenerational tensions, and the issues of silence and unspoken trauma among Vietnamese refugees. It is the first study to apply memory and trauma theories to a substantial base of oral narratives by Vietnamese women in the West. Nguyen argues that understanding of these narratives provides not only an insight into the way Vietnamese women have dealt with loss, but also illuminates the experience of the wider Vietnamese diaspora and other refugees.

As human beings, we search for the same thing our entire lives: happiness. There are many paths to this elusive and precious destination. But once attained, some joys last, while others wither quickly. What are the secrets to finding-and keeping-lifelong happiness? Do these secrets even exist?

Do you search for true happiness? Within these ancient practices, you can discover tools to help you become the cocreator of your destiny. Do you search for your perfect soul mate? Finding this person isn't hard at all, once you understand how universal energy truly works. Do you search for financial stability? The key to this treasure is well within reach-with the right education and some hard work.

We all have the power to turn our dreams into reality; this guide, packed with ancient theories and backed by modern science about the power of mind energy, can help you do so. The power of Feng Shui is immeasurable; it can change your life. By living in harmony with the universal Chi, you can shape your destiny. You'll learn how Feng Shui's potent secret formulas can be used to create your new destiny.

Are you ready for happiness beyond anything you could have imagined? Feng Shui beyond Boundaries can show you the path; it's time to take that first step on your journey to a new life.