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Implementing machine learning for finance : A systematic approach to predictive risk and performance analysis for investment portfolios
Introduces pattern recognition and future price forecasting that exerts effects on time series analysis models, such as the Autoregressive Integrated Moving Average (ARIMA) model, Seasonal ARIMA (SARIMA) model, and Additive model, and it covers the Least Squares model and the Long Short-Term Memory (LSTM) model. It presents hidden pattern recognition and market regime prediction applying the Gaussian Hidden Markov Model. The book covers the practical application of the K-Means model in stock clustering. It establishes the practical application of the Variance-Covariance method and Simulation method (using Monte Carlo Simulation) for value at risk estimation. It also includes market direction classification using both the Logistic classifier and the Multilayer Perceptron classifier. Finally, the book presents performance and risk analysis for investment portfolios. You will: Understand the fundamentals of the financial market and algorithmic trading, as well as supervised and unsupervised learning models that are appropriate for systematic investment portfolio management / Know the concepts of feature engineering, data visualization, and hyperparameter optimization / Design, build, and test supervised and unsupervised ML and DL models / Discover seasonality, trends, and market regimes, simulating a change in the market and investment strategy problems and predicting market direction and prices / Structure and optimize an investment portfolio with preeminent asset classes and measure the / underlying risk
Impact of Institutions on Lending : Informal Constraints and Enforcement of Bank Regulation in Mongolia
Chuluunbaatar Enkhzaya examines the "inadequate" behaviour of banks in Mongolia by analysing the institutional framework of the banking system, especially in lending. She focuses on the genesis of informal institutions of lending and their interaction with formal institutions of lending. Herewith, informal institutions such as the attitude to risk were indirectly observed by diagnosing the "action-regulating" knowledge of bankers. In order to ensure an effective allocation of the scarce financial resources of Mongolia the author therefore suggests a change - as simultaneous as possible - of formal and informal rules.
Immunobiology of natural killer cell receptors
Natural Killer (NK) cells are large granular lymphocytes of the innate immune system. They are widespread throughout the body, being present in both lymphoid organs and non-lymphoid peripheral tissues. NK cells are involved in direct innate immune reactions against viruses, bacteria, parasites and other triggers of pathology, such as malignant transformation, all of which cause stress in affected cells. Importantly, NK cells also link the innate and adaptive immune responses, contributing to the initiation of adaptive immune responses and executing adaptive responses using the CD16 FcgRIIIA immunoglobulin Fc receptor. Such responses are mediated through two major effector functions, the direct cytolysis of target cells and the production of cytokines and chemokines. The authors focus here on the nature of recognition events by NK cells and address how these events are integrated to trigger these distinct and graded effector functions.
Immune receptors : Methods and protocols
Explores immune cell receptors that are used in the detection of microbes, either by binding directly to non-self molecules or through indirectly sensing microbe-associated cellular disturbances. The covers methods for studying receptor-ligand interactions at both molecular and cellular levels; methods to create and characterize novel antibody reagents; and methods to characterize the molecular processes that lead to adaptive receptor maturation. This book also contains chapters that look at high-throughput strategies that describe the diversity of immune receptors and cells. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls.
Image-Guided IMRT
Intensity-modulated radiation therapy (IMRT), one of the most important developments in radiation oncology in the past 25 years, involves technology to deliver radiation to tumors in the right location, quantity and time. Unavoidable irradiation of surrounding normal tissues is distributed so as to preserve their function. The achievements and future directions in the field are grouped in the three sections of the book, each suitable for supporting a teaching course.
IFRS for Small and Medium-Sized Enterprises : Structuring the Transition Process
In the process of converting to IFRS, a number of practical questions arise concerning the structures of the accounting area department of medium-sized enterprises as well as the issue of effectively updating financial statements once converted, which have thus far not been addressed in the debate. Richard Wittsiepe analyses the relevant IFRS statements with a view to possibly integrating them into existing workflows in an annual audit. He weighs the key issues of conversion by comparing them with the 4th EU Directive for accounting within the EU. The aim is to visualise the workflows as the basis for creating support software which can make a key contribution to cost-effective conversion.
Ice, Rock, and Beauty : A Visual Tour of the New Solar System
Ice, Rock, and Beauty is a book for anybody who lives in the solar neighborhood, and takes an interest in its significance to us as residents.The book gathers images from a rich pool, many from national and international organizations such as NASA and ESA, some directly from academic astronomers, and a few from private individuals. Together they tell a story of the Solar System, and of its beauty, that has not been told before.
Hypoelliptic estimates and spectral theory for Fokker-Planck operators and witten Laplacians
There has recently been a renewal of interest in Fokker-Planck operators, motivated by problems in statistical physics, in kinetic equations and differential geometry. Compared to more standard problems in the spectral theory of partial differential operators, those operators are not self-adjoint and only hypoelliptic. The aim of the analysis is to give, as generally as possible, an accurate qualitative and quantitative description of the exponential return to the thermodynamical equilibrium. While exploring and improving recent results in this direction this volume proposes a review of known techniques on: the hypoellipticity of polynomial of vector fields and its global counterpart; the global Weyl-Hörmander pseudo-differential calculus, the spectral theory of non-self-adjoint operators, the semi-classical analysis of Schrödinger-type operators.
Hydrogen Technology : Mobile and Portable Applications
This book presents the current state of the hydrogen economy with the focus on applications in the automotive technology and industry - Where are we in the implementation of hydrogen economy? What are the perspectives? Which are the directions to develop this field? This book answers these questions by compiling reviews from internationally recognized researchers.
Hybrid Systems : Computation and Control ; Vol.3927 ; 9th International Workshop, HSCC 2006, Santa Barbara, CA, USA, March 29-31, 2006, Proceedings
The focus is on modeling, analysis, and implementation of dynamic and reactive systems involving both discrete and continuous behaviors. Topics addressed include tools for analysis and verification, control and optimization, modeling, engineering applications, and new directions in language support and implementation.
Hybrid Systems : Computation and Control ; Vol. # 3414 ; 8th International Workshop, HSCC 2005, Zurich, Switzerland, March 9-11, 2005, Proceedings
Contains the proceedings of the 8th Workshop on Hybrid S- tems: Computation and Control(HSCC2005)heldinZurich, Switzerlandduring March 9-11, 2005. The annual workshop on hybrid systems attracts researchers from academia and industry interested in modeling, analysis, and implemen- tion of dynamic and reactive systems involving both discrete and continuous - haviors. This year's HSCC was technically co-sponsored by the IEEE Control Systems Society. The program consisted of 3 invited talks and 40 regular papers selected from 91 regular submissions. The program covered topics such as tools for analysis and verification, control and optimization, modeling, engineering applications, and emerging directions in programming language support and implementation. We would like to thank the Program Committee members and reviewers for an excellent job of evaluating the submissions and participating in the online Program Committee discussions.
Hyberbolic Conservation Laws in Continuum Physics
This masterly exposition of the mathematical theory of hyperbolic system for conservation laws brings out the intimate connection with continuum thermodynamics, by emphasising issues in which the analysis may reveal something about the physics and, in return, the underlying physical structure may direct and drive the analysis.Theis edition contains chapter recounting the exciting recent developments on the vanishing viscosity method. Numerous new sections have been incorporated in preexisting chapters, to introduce newly derived results or present older material
Human Rights in Child Protection : Implications for Professional Practice and Policy
This open access book critically explores what child protection policy and professional practice would mean if practice was grounded in human rights standards. This book inspires a new direction in child protection research – one that critically assesses child protection policy and professional practice with regard to human rights in general, and the rights of the child in particular. Each chapter author seeks to approach the rights of the child from their own academic field of interest and through a comparative lens, making the research relevant across nation-state practices.
Human Rights and the Moral Responsibilities of Corporate and Public Sector Organisations
All students and advocates of human rights will be interested in this concerted exploration of the human rights moral obligations that fall, not directly on states, but on private and public organisations. Such an approach to human rights opens up the possibility of holding corporations and bureaucracies to account for human rights violations even when they have acted in accordance with the law. This interdisciplinary and international project brings together eminent philosophers, lawyers, social scientists and practitioners to articulate theoretically and develop in practical contexts the moral implications of human rights for non-state actors. What emerges from the book as a whole is a distinctive contemporary vision of the emerging moral impact of human rights and its significance for organisational behaviour and performance.
Human microbiome : Clinical implications and therapeutic interventions
The human microbiome refers to the complete microorganisms inhabiting the human body sites including skin, ear, nose, oral cavity, the genital, gastrointestinal and respiratory tracts, and body fluids such as breast milk, saliva, and urine. It is a significant and essential organ recognized for the body and has an established involvement in the host wellbeing, in terms of nutritional requirements and immunomodulation. Talks about how alteration and imbalance in the same can have clinical implications associated with a multitude of gastrointestinal, lifestyle-associated, and neurodegenerative disorders. How the proliferation of specific groups of bacteria and their metabolic activities, as a result of intestinal dysbiosis leads to the 'leaky gut' condition thereby influences brain activity via the bidirectional gut-brain axis. It also coves the importance of microbial seeding and how it can be influenced by the mode of delivery, nutrition, and medication. This book also provides various therapeutic interventions such as the establishment of stool banks and Faecal microbiota transplantation (FMT) that have recently proved promising in the treatment of ASD, Inflammatory Bowel Disease, and Ulcerative Colitis. This book provides a deeper understanding of the development of the human gut microbiome and the factors driving its dysbiosis. This book is a valuable read for health professionals, medical students, nutritionists, and scientific research communities who are eager to update themselves with recent trends in microbiome research. It will also aid gastroenterologists and nutritionists to make well-informed choices regarding therapeutic regimes.
Human Haptic Perception : Basics and Applications
Active touch perception – also known as haptic perception – is of primary importance for the planning, direction and execution of everyday actions. This most complex of human sensory systems is gaining ever more importance for various scientific disciplines as well as practical industrial applications.In this book an international team of 80 authors presents a comprehensive collection of writings on both aspects of research on human haptic perception. After a theoretical and historical introduction, the chapters are dedicated to neurophysiological basics as well as the psychological, clinical and neuropsychological aspects of haptic perception. Results of studies into human haptic perception in the fields of virtual haptics and robotics are also included. In the final section, contributions from the applied and industrial sectors illustrate the practical uses of knowledge about the human sense of touch.
How to Think about Meaning
According to the dominant theory of meaning, truth-conditional semantics, to explain the meaning of a statement is to specify the conditions necessary and sufficient for its truth. Classical truth-conditional semantics is coming under increasing attack, however, from contextualists and inferentialists, who agree that meaning is located in the mind. "Technically exact, highly readable, and illustrated with valuable examples, ...here is a book to counterbalance decades of misdirected anti-psychologistic semantic dogma." Prof. Dale Jacquette, Pennsylvania State University, U.S.A.
How Documentaries Work
This book presents examples from contemporary documentaries and docuseries and delivers insights from some of the most exciting nonfiction filmmakers and craftspeople working today, including director Steve James (City So Real, Hoop Dreams), producer Amy Ziering (Allen v. Farrow, The Hunting Ground), editor Aaron Wickenden, ACE (Roadrunner: A Film About Anthony Bourdain, 20 Feet from Stardom), and composer Miriam Cutler (RBG, Lost in La Mancha). Chapters such as "Flow," "Narrative," and "Time" offer a new way of looking at documentary film language, while others like "Titles," "Music," and "Sound" deliver extraordinary insights on seemingly ordinary topics.
Hormones and the brain
Peripheral hormones have a major impact on the brain: they are able to interfere with its development, to affect release of neurotransmitters and concentrations of receptors, to trigger growth factors involved in lesion repair. These multiple actions account for their capacity to modulate a number of physiological parameters, from reproductive functions to memory, behaviour and aging. Depending upon intensity and duration of exposure, they can be either neuroprotective or neurotoxic, for instance by affecting production of free radicals. This book, based on contributions of pioneer investigators in the field, outlines the ambiguous actions of gonadal steroids (estradiol, progesterone, testosterone, inhibin and activin) and of neurosteroids, related moieties produced in the brain itself. After summarizing their multiple mechanisms of action, which involve both direct effects on neuronal membranes and activation of genes coding for specific proteins in neurons or glial cells, the book outlines the role of hormones in pathogenic processes such as mental disturbances or neurodegenerative diseases.
History of Mathematics Teaching and Learning : Achievements, Problems, Prospects
This work examines the main directions of research conducted on the history of mathematics education. It devotes substantial attention to research methodologies and the connections between this field and other scholarly fields. The results of a survey about academic literature on this subject are accompanied by a discussion of what has yet to be done and problems that remain unsolved.
