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Predicting Price Trends Combining Kinetic Energy and Deep Reinforcement Learning
It is important to approach investing in the stock market and Forex with caution and to understand the potential risks involved. Predicting the direction of prices in financial markets is a complex task, and there is no guaranteed way to do it. A promising approach that has been proposed involves using a combination of the kinetic energy formula and indicator signals as our first sub-approach to predict prices movement. Another approach uses deep reinforcement learning (DRL) as the second sub-approach. The third sub-approach incorporates the kinetic energy of stocks as a condition rule in the Trading Deep Q-Network algorithm, leading to the development of the TDQN method. The proposed TKDQN method has demonstrated promising results in terms of accuracy and profitability, outperforming previous version based on several metrics.
Methods in Epidemiology
This book describes the variety of direct and indirect population size estimation (PSE) methods available along with their strengths and weaknesses. Direct estimation methods, such as enumeration and mapping, involve contact with members of hard-to-reach groups. Indirect methods have practical appeal because they require no contact with members of hard-to-reach groups. One indirect method in particular, network scale-up (NSU), has several strengths over other PSE methods: It can be applied at a province/country level, it can estimate size of several hard-to-reach population in a single study, and it is implemented with members of the general population rather than members of hard-to-reach groups. The book discusses methods to collect, analyze, and adjust results and presents methods to triangulate and finalize PSEs.
Modeling, Identification and Control of Robots
Written by two of Europe’s leading robotics experts, this book provides the tools for a unified approach to the modelling of robotic manipulators, whatever their mechanical structure. No other publication covers the three fundamental issues of robotics: modelling, identification and control. It covers the development of various mathematical models required for the control and simulation of robots. · World class authority· Unique range of coverage not available in any other book· Provides a complete course on robotic control at an undergraduate and graduate level
Gas-Particle and Granular Flow Systems
Gas-Particle and Granular Flow Systems: Coupled Numerical Methods and Applications breaks down complexities, details numerical methods (including basic theory, modeling and techniques in programming), and provides researchers with an introduction and starting point to each of the disciplines involved. As the modeling of gas-particle and granular flow systems is an emerging interdisciplinary field of study involving mathematics, numerical methods, computational science, and mechanical, chemical and nuclear engineering, this book provides an ideal resource for new researchers who are often intimidated by the complexities of fluid-particle, particle-particle, and particle-wall interactions in many disciplines. Presents the most recent advances in modeling of gas-particle and granular flow systems Features detailed and multidisciplinary case studies at the conclusion of each chapter to underscore key concepts Discusses coupled methods of particle and granular flow systems theory and includes advanced modeling tools and numerical techniques
Red Book
Developed by the AAP (American Academy of Pediatrics) Committee on Infectious Diseases in conjunction with the CDC (Centers for disease control), the FDA (Food and drug administration), and other leading institutions with contributions from hundreds of physicians nationwide, the newly revised and updated 2012 Red Book continues the tradition of excellence with the latest findings and clinical recommendations on the manifestations, etiology, epidemiology, diagnosis, and treatment of more than 200 childhood conditions. [Ed.].
Recent Developments and Applications of Modern Density Functional Theory
The present status of Density Functional Theory (DFT), which has evolved as the main technique for the study of matter at the atomistic level, is described in this volume. Knowing the behavior of atoms and molecules provides a sure avenue for the design of new materials with specific features and properties in many areas of science and technology. A technique based on purely first principles allowing large savings in time and money greatly benefits the specialist or designer of new materials. The range of areas where DFT is applied has expanded and continues to do so. Any area where a molecular system is the center of attention can be studied using DFT.The scope of the 22 chapters in this book amply testifies to this.
IJCAI-97
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Frauen! Leben! Freiheit!
Aufrüttelnde, emotionale Dokumente des Widerstands im Iran Menschenrechtsaktivistin Narges Mohammadi versammelt in ihrem Buch 12 Interviews mit im Iran inhaftierten Frauen, zu denen auch die international bekannte Journalistin Nazanin Zaghari-Ratcliffe gehört. In den während der Haft der Autorin heimlich geführten Interviews zeigen sich unhaltbare Haftzustände, aber auch unglaublicher Mut, Zusammenhalt und große solidarische Stärke, die auch die in den Haftanstalten praktizierte weiße Folter nicht zu brechen vermag. Die deutsche Übersetzung ist genau wie das persische Original ein Gemeinschaftswerk unterschiedlicher Frauen. Narges Mohammadis Buch ist ein Beweis für die aktuellen Menschenrechtsverletzungen im Iran und ein Aufruf an Unterstützer auf der ganzen Welt, den Kampf nicht aufzugeben. Mit einem Vorwort von Shirin Ebadi. «Diese Erinnerungen, innerhalb des Gefängnisses geschrieben, sind ein lebender Beweis für den anhaltenden Kampf für die Freiheit im Iran.» Shirin Ebadi, Friedensnobelpreisträgerin
Introduction to Wireless Systems
Provides necessary training in the field of mobile communications.
