Products related to Robustness:
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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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Model Predictive Control for AC Motors : Robustness and Accuracy Improvement Techniques
This book introduces how to improve the accuracy and robustness of model predictive control.Firstly, the disturbance observation- and compensation-based method is developed.Secondly, direct parameter identification methods are developed.Thirdly, the seldom-focused-on issues such as sampling and delay problems are solved in this book.Overall, this book solves the problems in a systematic and innovative way. Chapter 2 is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com
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Building Responsible AI Algorithms : A Framework for Transparency, Fairness, Safety, Privacy, and Robustness
This book introduces a Responsible AI framework and guides you through processes to apply at each stage of the machine learning (ML) life cycle, from problem definition to deployment, to reduce and mitigate the risks and harms found in artificial intelligence (AI) technologies.AI offers the ability to solve many problems today if implemented correctly and responsibly.This book helps you avoid negative impacts – that in some cases have caused loss of life – and develop models that are fair, transparent, safe, secure, and robust. The approach in this book raises your awareness of the missteps that can lead to negative outcomes in AI technologies and provides a Responsible AI framework to deliver responsible and ethical results in ML.It begins with an examination of the foundational elements of responsibility, principles, and data.Next comes guidance on implementation addressing issues such as fairness, transparency, safety, privacy, and robustness.The book helps you think responsibly while building AI and ML models and guides you through practical steps aimed at delivering responsible ML models, datasets, and products for your end users and customers.What You Will LearnBuild AI/ML models using Responsible AI frameworks and processesDocument information on your datasets and improve data qualityMeasure fairness metrics in ML modelsIdentify harms and risks per task and run safety evaluations on ML modelsCreate transparent AI/ML modelsDevelop Responsible AI principles and organizational guidelinesWho This Book Is ForAI and ML practitioners looking for guidance on building models that are fair, transparent, and ethical; those seeking awareness of the missteps that can lead to unintentional bias and harm from their AI algorithms; policy makers planning to craft laws, policies, and regulations that promote fairness and equity in automated algorithms
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All Services, All the Time : How Business Services Serve Your Business
This book takes the position that organizations, such as businesses, government agencies, etc. form a special class of living system. As such they come into being, live through lifecycle stages, and can experience organizational health and various forms of organizational illness along the way.If the latter is frequent or extended, such organizations often die an untimely death.A services perspective can go a long way to combat this outcome and assist in maintaining organizational health.Allowing this perspective to permeate an organization induces a consideration of its genuine value and leads to a greater understanding of the breadth of stakeholders who are the beneficiaries of it. Productivity and services in an organization are symbiotic—and must be so in order to achieve the balance that is key to the health of each organization.A services perspective illuminates as well the pivotal role that business-to-business service providers play in ensuring that balance is achieved and maintained.This book explores these factors from the point of view of the business leader and anyone concerned with the health of any organization.
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How good is the durability and robustness of tattoos?
Tattoos are generally considered to be quite durable and robust, as they are designed to be permanent markings on the skin. The longevity of a tattoo can vary depending on factors such as the quality of the ink, the skill of the tattoo artist, and how well the tattoo is cared for during the healing process and beyond. While tattoos can fade over time due to factors like sun exposure and aging, they are generally considered to be a long-lasting form of body art.
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Which engine is better in terms of technology robustness: 4Mix or 2Mix?
In terms of technology robustness, the 4Mix engine is generally considered to be better than the 2Mix engine. The 4Mix engine is a four-stroke engine that combines the benefits of both two-stroke and four-stroke engines, resulting in improved fuel efficiency, reduced emissions, and smoother operation. It also has a more complex design and additional components, which contribute to its overall robustness and durability compared to the simpler 2Mix engine. Overall, the 4Mix engine is a more advanced and technologically robust option for various applications.
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Which flowers are known for their robustness and can withstand strong winds well?
Some flowers known for their robustness and ability to withstand strong winds well include sunflowers, marigolds, and lavender. These flowers have sturdy stems and roots that help them stay upright in windy conditions. Additionally, their thick foliage and strong structure make them more resilient to the elements.
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What is the job listings directory for ranch work in Australia?
The job listings directory for ranch work in Australia is called "The Australian Ranch Jobs Directory." This directory provides a comprehensive list of job opportunities in the ranching industry across Australia. It includes a wide range of positions such as cattle herders, farmhands, livestock managers, and more. The directory is a valuable resource for those seeking employment in the ranching sector in Australia.
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Enquiries of Local Authorities and Water Companies: A Practical Guide
As an essential part of the conveyancing process, the purchaser of property or land carries out a search at the local authority offices to discover if there are any planning; environmental health; highways or water restrictions appertaining to the property or land to be purchased. The new edition of this popular work provides a clear and concise commentary on the new Forms Con29 and Con29O and on the current version of Form Con29DW (Water and Drainage Enquiries).For the first time Form Con 29 now has enquiries relating to surface water drainage schemes, heritage partnership agreements, flood and coastal erosion risk management, community infrastructure levy, assets of community value, flood consents and land drainage consents. The sixth edition of this book examines each enquiry in turn, and clearly sets out the relevant and up-to-date legal position with sources and references.The authors then provide a summary of the implications of any reply by the local authority or water company concerned, positive or negative, so that a prospective purchaser can make a balanced decision as to whether to proceed with the purchase. Enquiries of Local Authorities and Water Companies: A Practical Guide provides an invaluable reference for the conveyancing practitioner, local land charges officer or estate agent.
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Everyone's Business : What Companies Owe Society
Business is political. What are the ethics of it? Businesses are political actors. They not only fund political campaigns, take stances on social issues, and wave the flags of identity groups – they also affect politics in their everyday hiring and investment decisions.As a highly polarized public demands political alignment from the powerful businesses they deal with, what’s a company to do? Amit Ron and Abraham Singer show that the unavoidably political role of companies in modern life is both the fundamental problem and inescapable fact of business ethics: corporate power makes business ethics necessary, and business ethics must strive to mitigate corporate power. Because of its economic and social influence, Ron and Singer forcefully argue that modern business’s primary social responsibility is to democracy.Businesses must work to avoid wielding their power in ways that undermine key democratic practices like elections, public debate, and social movements.Pragmatic and urgent, Everyone’s Business offers an essential new framework for how we pursue profit—and democracy—in our increasingly divided world.
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Local Welfare and the Organization of Social Services : Local Area Planning in the Lombardy Region
This book discusses local area planning in the Lombardy region of Italy.The book provides valuable insights about the development of local welfare systems and the territorial organization of social services through the analysis of the evolution of the Local Area Plan, which lies at the intersection of sub regional governance and of social services delivery models.Using Lombardy as a case study, this brief analyzes the structural conditions influencing the establishment of Local Area Plans, their effect on inter-municipal cooperation, and the need for possible reforms.The book is organized as follows: the first chapter presents a reconstruction of the national and regional framework, analyzing the structure of ties and opportunities within which Local Area Plans are called to act.The second chapter provides a review of the extant literature on Local Area Plans and introduces the theoretical framework used by the volume.The third chapter details legislation introduced in Lombardy to reform the governance structure of Local Area Plans by supporting a process of reorganization and aggregation.The fourth chapter presents some cases of Local Area Plan aggregation.The final chapter presents the conclusion and some brief considerations about the future of social planning.Providing an empirical analysis of local service delivery, this book will be useful to scholars and practitioners interested in public administration, welfare, local government, non-profit and public organizations, and management.
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Delivery by Design : Intermunicipal Contracting, Shared Services, and Canadian Local Government
Municipalities in Canada have an array of servicing options available to them when producing or delivering local services, such as water, public transit, and waste collection, including in-house provision or privatization.However, services may also be contracted or jointly-delivered with neighbouring municipalities – a practice some local governments are increasingly gravitating towards. Delivery by Design sheds light on this practice in Canadian local government by examining three crucial questions: Why do municipalities cooperate?What is being shared or contracted with other governments? And what leads to successful or unsuccessful relationships between municipalities?The book finds that Canadian municipalities are cooperating fairly regularly, but are doing so in a small number of policy areas, mainly emergency and administrative services.Zachary Spicer examines these types of relationships, explaining how they will be crucial in the future as local services are increasingly shared or jointly delivered by municipal governments. Relying on extensive data and document collection, surveys, and a series of primary interviews with local decision-makers, Delivery by Design explores the nature of interlocal collaboration in Canada, mapping out a relatively understudied process in local governance.
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Where can I find the local telephone directory?
You can find the local telephone directory at your local post office, library, or city hall. Additionally, many telephone companies offer online versions of the directory on their websites. You can also contact your telephone service provider to request a physical copy of the directory to be delivered to your home.
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Which horse breed do you find better to keep in terms of robustness, susceptibility to diseases, and attention to feeding?
In terms of robustness, susceptibility to diseases, and attention to feeding, I find that draft horse breeds such as the Percheron or Belgian are better to keep. These breeds are known for their strength and hardiness, making them less susceptible to certain health issues. They also have a lower risk of developing metabolic disorders and are generally easy keepers, requiring less feed and maintenance compared to other breeds. Additionally, their larger size and strong build make them well-suited for heavy work and pulling tasks.
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What is the definition of services or business-oriented services?
Services, or business-oriented services, refer to intangible products or activities that are offered by businesses to fulfill the needs of their customers. These can include a wide range of offerings such as consulting, financial planning, marketing, and customer support. Business-oriented services are designed to help other businesses operate more efficiently, effectively, and profitably. They often involve a high level of expertise and are tailored to meet the specific needs of the client.
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Which delivery services or courier companies offer automatic cars?
As of now, there are several delivery services and courier companies that offer automatic cars for their delivery operations. Some of these companies include Uber Eats, DoorDash, Postmates, and Amazon Flex. These companies often allow their delivery drivers to use their own vehicles, including automatic cars, to make deliveries. Additionally, some courier companies may have their own fleet of automatic cars for their delivery operations.
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