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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Co-Designing Infrastructures : Community Collaboration for Liveable Cities
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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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Why is this community so innovative?
This community is so innovative because it fosters a culture of collaboration, creativity, and forward-thinking. The members of this community are encouraged to think outside the box, take risks, and pursue new ideas. There is a strong emphasis on learning and development, as well as a willingness to embrace change and adapt to new technologies and trends. Additionally, the community benefits from a diverse range of perspectives and expertise, which leads to a rich exchange of ideas and innovative solutions.
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Paul and His Colleagues : Identity, Collaboration, and Community
Trevor Burke considers Paul’s colleagues and their different relationships with Paul, whether as equals, subordinates, and whether well-known or obscure, tracing how Paul refers to those with whom he associated in his letters.Burke examines these different figures in Paul’s life in depth, including the remarkably large number of women mentioned, and shows how they played key roles through a range of activities in helping establish and maintain Paul’s communities, including, preaching, teaching, visiting, baptizing, and the co-authoring of his letters. Burke employs a sociolinguistic approach to understand Paul’s social relations, arguing that the language Paul uses in his letters is the means whereby he constructs his social network.That is, Paul does not need to use a title (e.g., ‘apostle’) to indicate his role and function or that of his colleagues; rather, he ‘grammaticalizes’ social relations in his letters through his deliberate choice of lexeme (e.g., proper noun) and syntax (e.g., secondary clause) which signifies the value and contribution—and at times disapproval—of those with whom he joined forces.
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Psychological Interventions from Six Continents : Culture, Collaboration, and Community
This book presents psychological assessment and intervention in a cultural and relational context.A diverse range of contributors representing six continents and eleven countries write about their therapeutic interventions, all of which break the traditional assessor-as-expert-oriented framework and offer a creative adaptation in service delivery.A Collaborative/Therapeutic Assessment model, including work with immigrant communities, and Indigenous modalities underscore individual and collective case illustrations highlighting equality in the roles of the provider and the receiver of services.The universality and uniqueness of culture are explored as a construct and through case material.Some chapters describe a partnership with a Eurocentric scientific model, while others adopt a purely community method, preserved with Indigenous language and subjective methodology.This volume brings together diverse therapeutic collaborative ideas, and recognizes relational, community, and cultural psychologies as integral to mainstream assessment and intervention literature.This book is essential for psychologists and clinicians internationally and graduate students.
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The Michiana Potters : Art, Community, and Collaboration in the Midwest
A new pottery tradition has been developing along the border of northern Indiana and southern Michigan.Despite the fact that this region is not yet an established destination for pottery collectors, Michiana potters are committed to pursuing their craft thanks to the presence of a community of like-minded artists.The Michiana Potters, an ethnographic exploration of the lives and art of these potters, examines the communal traditions and aesthetics that have developed in this region.Author Meredith A. E. McGriff identifies several shared methods and styles, such as a preference for wood-fired wares, glossy glaze surfaces, cooler colors, the dripping or layering of glazes on ceramics that are not wood-fired, the handcrafting of useful wares as opposed to sculptural work, and a tendency to borrow forms and decorative effects from other regional artists.In addition to demonstrating a methodology that can be applied to studies of other emergent regional traditions, McGriff concludes that these styles and methods form a communal bond that inextricably links the processes of creating and sharing pottery in Michiana.
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Community Partnerships with School Libraries : Creating Innovative Learning Experiences
Providing a treasury of community partnership opportunities and resources for innovative learning experiences, this title helps Future Ready Librarians to create authentic, student-centered experiences that address American Association of School Librarians (AASL) standards. As school librarians strive to become Future Ready and meet the new AASL standards, community partnerships can help them to build innovative programs within their districts to realize their school's mission and goals. Placing value on the importance of preparing students for the future, this book encourages librarians to "learn, leap, and grow" and form community partnerships to create learning experiences both in and outside of school.Innovative learning experiences can have a positive impact on student engagement, empathy, knowledge, skills, and local and global awareness.This book introduces ideas, materials, resources, and a step-by-step action plan while highlighting how learning experiences meet AASL standards.A user-friendly and invaluable resource for librarians who desire to be Future Ready, it will catapult librarians to the forefront of their practice and support them as they create innovative learning experiences for their students.
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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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How can one organize a community meeting?
To organize a community meeting, one should start by identifying the purpose and goals of the meeting. Then, it's important to select a date, time, and location that is convenient for the community members. Next, create a clear agenda outlining the topics to be discussed and the order in which they will be addressed. Promote the meeting through various channels such as social media, flyers, and word of mouth to ensure a good turnout. Finally, during the meeting, make sure to facilitate open and respectful discussion, and encourage active participation from all community members.
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What does innovative mean?
Innovative means introducing new ideas, methods, or technologies to create something original and groundbreaking. It involves thinking outside the box and finding creative solutions to problems. An innovative approach often leads to improvements, advancements, and progress in various fields such as technology, science, business, and design.
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What is an innovative product?
An innovative product is a new or significantly improved product that offers unique features, benefits, or functionalities that set it apart from existing products in the market. It often involves the use of new technologies, materials, or design concepts to address a specific need or solve a problem in a novel way. Innovative products can disrupt industries, create new markets, and drive growth for companies by providing customers with something they didn't even know they needed.
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