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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Clear Leadership : Sustaining Real Collaboration and Partnership at Work
Gervase R. Bushe one of HR Magazine's Most Influential Thinkers 2016What happened to that win-win partnership with your boss, colleage, or direct report that suddenly dissolved into mistrust and suspicion?Despite your best intentions, how did hidden agendas, unresolved conflicts, and miscommunication get in the way?With new research, fresh insight, and up-to-date examples of what it takes to collaborativelyy organize and sustain healthy relationships at work, this newly revised edition of Clear Leadership tackles these issues head-on.Building on the powerful concepts that made the first edition such a success, Gervase Bushe explains why even the most promising partnerships get derailed and what you can do about it.
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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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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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Enhancing Communication & Collaboration in Interdisciplinary Research
Enhancing Communication & Collaboration in Interdisciplinary Research, edited by Michael O'Rourke, Stephen Crowley, Sanford D.Eigenbrode, and J. D. Wulfhorst, is a volume of previously unpublished, state-of-the-art chapters on interdisciplinary communication and collaboration written by leading figures and promising junior scholars in the world of interdisciplinary research, education, and administration.Designed to inform both teaching and research, this innovative book covers the spectrum of interdisciplinary activity, offering a timely emphasis on collaborative interdisciplinary work.The book’s four main parts focus on theoretical perspectives, case studies, communication tools, and institutional perspectives, while a final chapter ties together the various strands that emerge in the book and defines trend-lines and future research questions for those conducting work on interdisciplinary communication.
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Communication and Interaction in the Early Years
"This important book is a thorough account of early communication covering bilingualism and specific areas of learning of reading and writing in early years.It is well laid out, informative and supportive with excellent case studies. " - Eva Mikuska, Senior Lecturer at University of Chichester The role of the adult in the development of young children’s communications skills through interaction is vital and this book will help you understand this and improve your practice. Taking a chronological approach there is also a particular interest in the needs of two year olds, including the Progress Check at Age Two and the revised requirements of the early years foundation stage. The book features: · Case studies, points for practice and links to video examples · Coverage of bi or multilingual children · Examples of enabling environments for communication and interaction · Ideas of how to work best with parents. Suitable for all those studying or practising in Early Childhood it will develop the way you think about communication and interaction.
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The Maintenance Partnership Relationship : The Key to all Successful Asset Management Programs
This book's purpose is to discover and review the many relationships that maintenance will need to foster daily if it is to become best in class.Success in any walk of life is dependent on partner relationships.A successful marriage is based on a relationship in which both partners collectively embrace their similarities, whilst they collaborate to use each other's strengths to overcome weaknesses and bridge their differences.Where teams are concerned, there will be many partner relationships that will need to be navigated and managed separately to achieve a defined and unified level of success. On any single day, a maintainer must interact multiple times with internal and external resource partners to perform their job.To function professionally a maintenance department must set up and manage multiple partnerships on a continual basis.Partnerships are relationships that live or die based on an understanding of the input and output communications and tangible deliverables required from both sides to make quality management decisions and enable each partner to consistently deliver on their performance mandate at minimum cost. Building healthy business partner relationships allows both partners to state their respective points of view—and teaches us not to make assumptions on each other’s behalf.Understanding, measuring and tracking what we control lets us objectively define how and where the partnership must work together to better manage and resolve issues that are out of our control, or those we must simply manage.
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Intercultural Interaction : A Multidisciplinary Approach to Intercultural Communication
Written in a highly accessible style and in four parts, this book provides rapid and authoritative access to current ideas and practice in intercultural communication.It draws on concepts and findings from a range of different disciplines and uses authentic examples of intercultural interaction to illustrate points.
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How can social communication and interaction be described?
Social communication and interaction can be described as the exchange of information, ideas, and emotions between individuals through verbal and non-verbal means. It involves the use of language, gestures, facial expressions, and body language to convey messages and establish connections with others. Social communication and interaction play a crucial role in building relationships, fostering understanding, and creating a sense of belonging within a community. It is a dynamic process that involves active listening, empathy, and the ability to adapt to different social contexts and cultural norms.
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What is the difference between social communication and social interaction?
Social communication refers to the exchange of information through verbal and nonverbal means, such as speaking, gestures, and facial expressions, to convey thoughts, feelings, and ideas. On the other hand, social interaction involves the broader concept of engaging with others in a social setting, including activities such as playing, sharing, and collaborating. While social communication focuses on the exchange of messages, social interaction encompasses the overall dynamic of how individuals engage with one another in social contexts.
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What is the difference between interaction and communication in social work?
Interaction in social work refers to the exchange of information, ideas, and emotions between the social worker and the client. It involves non-verbal cues, body language, and other forms of expression. Communication, on the other hand, is a broader concept that encompasses interaction but also includes the process of sharing and understanding information, thoughts, and feelings through verbal and non-verbal means. While interaction is a part of communication, communication involves a more intentional and purposeful exchange of information and understanding between the social worker and the client.
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Why are there still lies in a partnership despite communication?
Lies can still exist in a partnership despite communication because individuals may feel the need to protect themselves or their partner from potential hurt or conflict. They may also fear the consequences of being honest about certain issues. Additionally, past experiences or insecurities can lead to a lack of trust, making it difficult for individuals to be completely open and honest with each other. It is important for partners to work on building trust and creating a safe and open environment for communication in order to minimize the presence of lies in the relationship.
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