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Machine Learning Algorithms : Adversarial Robustness in Signal Processing
This book demonstrates the optimal adversarial attacks against several important signal processing algorithms.Through presenting the optimal attacks in wireless sensor networks, array signal processing, principal component analysis, etc, the authors reveal the robustness of the signal processing algorithms against adversarial attacks.Since data quality is crucial in signal processing, the adversary that can poison the data will be a significant threat to signal processing.Therefore, it is necessary and urgent to investigate the behavior of machine learning algorithms in signal processing under adversarial attacks. The authors in this book mainly examine the adversarial robustness of three commonly used machine learning algorithms in signal processing respectively: linear regression, LASSO-based feature selection, and principal component analysis (PCA).As to linear regression, the authors derive the optimal poisoning data sample and the optimal feature modifications, and also demonstrate the effectiveness of the attack against a wireless distributed learning system.The authors further extend the linear regression to LASSO-based feature selection and study the best strategy to mislead the learning system to select the wrong features.The authors find the optimal attack strategy by solving a bi-level optimization problem and also illustrate how this attack influences array signal processing and weather data analysis.In the end, the authors consider the adversarial robustness of the subspace learning problem.The authors examine the optimal modification strategy under the energy constraints to delude the PCA-based subspace learning algorithm. This book targets researchers working in machine learning, electronic information, and information theory as well as advanced-level students studying these subjects.R&D engineers who are working in machine learning, adversarial machine learning, robust machine learning, and technical consultants working on the security and robustness of machine learning are likely to purchase this book as a reference guide.
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Independent Film Finance : A Research-Based Guide to Funding Your Movie
For aspiring producers and directors who need to learn film finance from the ground up, this revolutionary new book teaches the fundamentals, through the voices of more than 60 successful independent producers.Using a research and data-based approach, award-winning professor David Offenberg combines the wisdom of well-known and successful producers into one fun, easy-to-follow guide. Within, readers will learn how to talk to potential investors and what those financiers will expect from them in return.The book is also packed with informative anecdotes and examples to enrich each chapter and contextualize the film financing landscape.As the book progresses, equity, debt, revenue, profits, and their role in your movie will be explored.Accessible information about tax incentives and profit participations is included to help emerging filmmakers build out a workable financing plan.The book combines hard numbers and data sets, with direct guidance from successful producers, to construct a holistic overview on how you can turn your new-found financial knowledge into funding for your movie. This ground-breaking book is a must-read for any aspiring producer or director who wishes to gain an informed and easily digestible understanding of film finance.
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Adventure Finance: How to Create a Funding Journey That Blends Profit and Purpose
Adventure Finance: How to Create a Funding Journey That Blends Profit and Purpose
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Chau Loan
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Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White One Size beige
Silicone Dummy Chain , Cup Catcher, Dummy Chain Boys And Girls, Keeps The Dummy Clean, High Robustness, Soft, Flexible, Blue/Green/Brown/Milk White Product dimensions and attributes - food grade silicone and free from , PVC, and . Reusable, elastic, fully adjustable, easy to hang. Suitable for small hands - The soft and elastic material reduces the risk of mouth injuries. The right size avoids choking hazard, safe and good for baby's development. Keep the pacifier clean: baby pacifiers are easily soiled by and other dirt when dropped to the floor. The dummy chain simply attaches the dummy to the baby's clothes and never it fall. Effectively keep the pacifiers/teethers/toys clean and away from and stains. EASY TO CLEAN AND USE - Our teething toys are easy to clean. Simply place it under running water and rinse it out after each use. Can be cooled and heated from -50°C to 230°C. Dry and store for next use. Gift of Love - The toy safety belt is perfect for Thanksgiving, Christmas and any other occasion as a gift and can be easily combined with other gifts. product contain：1 * pacifier chain Label: Yes Material: silica gel
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Exchange Traded Funds Sovereign Wealth Funds, Transfer Pricing, & Cyber Crimes
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Alternative Investment Operations : Hedge Funds, Private Equity, and Fund of Funds
Alternative investments such as hedge funds, private equity, and fund of funds continue to be of strong interest among the investment community.As these investment strategies have become increasingly complex, fund managers have continued to devote more time and resources towards developing best practice operations to support the actual trade processing, fund accounting, and back-office mechanics that allow these strategies to function.Representative of this operational growth, estimates have indicated that fund managers have seen increased operating budgets of 30% or more in recent years. In today’s highly regulated environment, alternative investment managers have also increasingly had to integrate rigorous compliance and cybersecurity oversight into fund operations.Additionally, with recent advances in artificial intelligence and big data analysis, fund managers are devoting larger portions of their information technology budgets towards realizing technology-based operational efficiencies.Alternative investment fund service providers have also substantially increased their scope and breadth of their operations-related services.Furthermore, investors are increasingly performing deep-dive due diligence on fund manager operations at both fund level and management company levels. This book provides current and practical guidance on the foundations of how alternative investment managers build and manage their operations.While other publications have focused on generalized overviews of historical trading procedures across multiple asset classes, and the technical intricacies of specific legacy operational procedures, Alternative Investment Operations will be the first book to focus on explaining up-to-date information on the specific real-world operational practices actually employed by alternative investment managers.This book will focus on how to actually establish and manage fund operations.Alternative Investment Operationswill be an invaluable up-to-date resource for fund managers and their operations personnel as well as investors and service providers on the implementation and management of best practice operations.
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Mutual Funds For Dummies
Build substantial wealth with mutual funds (and ETFs)!Mutual funds and exchange-traded funds (ETFs) are great for professional management, diversification and liquidity into your portfolio, but what are the costs and risks? And how have the best investment strategies changed with the rise of robo-investing, ETFs, and new tax rules?Mutual Funds For Dummies answers all your questions, giving you insight on how to find the best-managed funds that match your financial goals.With straightforward advice and plenty of specific fund recommendations, Eric Tyson helps you avoid fund-investing pitfalls and maximize your returns.This new edition covers the latest investment trends and philosophies, including factor investing, ESG investing, and online investing.You’ll also find completely updated coverage on the best mutual funds and ETFs in each category.Earn more with funds! Learn how mutual funds and ETFs work and determine how much of your portfolio to devoteWeigh the pros and cons of funds, and use funds to help you pick your own stocksMake the most of online investing and other new technologies and trendsMaximize your gains by choosing the funds and strategies that work for you Mutual Funds For Dummies is a trusted resource, and this update has arrived to help you plan and implement a successful investment strategy.The fund market is rebounding—get on the train and take advantage of the opportunity today!
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