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1. Dictionary

   robustness

   /rə(ʊ)ˈbʌs(t)nəs/

   noun

   • 1. the quality or condition of being strong and in good condition: "the overall robustness of national and international financial systems"
   • ▪ the ability to withstand or overcome adverse conditions or rigorous testing: "we can examine the robustness of our results"

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2. link.springer.com › chapter › 10Robustness by Design | SpringerLink

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   Jul 1, 2024 · One important reason supporting this view is the cross-cutting nature of robustness already made visible by its definition in ISO 25010. 3 Related Work The origins of software systems’ robustness can be traced back to highly critical systems, such as airplanes, where redundant hardware was initially used to achieve robustness.

3. deepgram.com › ai-glossary › ai-robustnessAI Robustness | Deepgram

   deepgram.com › ai-glossary › ai-robustness

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   Jun 16, 2024 · What is AI Robustness - Understanding the foundation of resilient AI systems and their significance in the current technological landscape Definition and Importance: Detailed explanation of AI robustness Core Components of AI Robustness Challenges in Achieaching Robustness Robustness vs. Accuracy: Navigating the Trade-off Robustness in Machine Learning Lifecycles Notable Research and Frameworks Threats to AI Robustness Adversarial Attacks: A Major Threat to AI Robustness Data Poisoning: A ...

4. Videos

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     🔵 Robust Meaning - Robustly Examples - Define Robustness - Robust Explained

     26 Jan 2022

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     What is the robustness principle?

     1 Sep 2016

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     Lecture 3 - Introduction to Robustness

     6 May 2019

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5. arxiv.org › html › 2406Can you trust your explanations? A robustness test for ...

   arxiv.org › html › 2406

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   Jun 20, 2024 · We define robustness as the ability of an explanator (i.e. any explainability technique) to produce similar explanations for similar inputs. It is crucial to ensure that the explanations are robust to perturbations (random or adversarial) of the data manifold.

6. link.springer.com › chapter › 10A Methodology for Comparing and Benchmarking Quantum Devices

   link.springer.com › chapter › 10

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   Jun 18, 2024 · Robustness. We define robustness to be the stability of the performance to changes in the choices made during the benchmarking. In any quantum device, there are many operational parameters that affect performance; when benchmarking, one must understand how these are used.

7. People also ask

   What is robustness in science?

   • This we now discuss. ROBUSTNESS IN STATISTICS Robustness in the Strategy of Scientific Model Building G. E. P. Box Robustness may be defined as the property of a procedure which renders the answers it gives insensitive to departures, of a kind which occur in practice, from ideal assumptions.

   Robustness in the Strategy of Scientific Model Building

   www.sciencedirect.com/science/article/pii/B9780124381506500182

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   What is a robust system?

   • Carlson and Doyle (2002) defined robustness as the ability of a system to maintain some required characteristics of the system, despite fluctuations in its components or environment. ... ... Such difference can be seen as a measure of the availability of system warning before the entire structural system failure (Anitori et al., 2013).

   (PDF) Robustness: Theoretical Framework - ResearchGate

   www.researchgate.net/publication/233665648_Robustness_Theoretical_Framework

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   What is robustness of biological systems?

   • robustness are mostly based on control theory, which tend to focus on stability and performance of monostable systems. A theory that take into account multistability and evolution of instable systems needs to be developed and new theoretical avenues need to be explored to provide a broad and unified account of robustness of biological systems.

   Towards a theory of biological robustness

   www.embopress.org/doi/epdf/10.1038/msb4100179

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   What is a robustness analysis?

   • The robustness analysis isbased on a structural reliability framework used on a simplified mechanical system modelling a timber truss system. A measure of ductile behaviour is introduced and for different values of this measure the robustness indices are estimated.

   (PDF) Robustness: Theoretical Framework - ResearchGate

   www.researchgate.net/publication/233665648_Robustness_Theoretical_Framework

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8. www.datasciencecentral.com › building-robust-apiBuilding robust API: step-by-step guide - Data Science Central

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   3 days ago · In closing, building robust APIs is the foundation of successful data engineering in today’s digital landscape. We’ve explored the essential steps, from planning and design to optimization and scalability. These APIs are the lifeblood of data flow, enabling applications to exchange information seamlessly.

9. www.vocabulary.com › dictionary › robustlyRobustly - Definition, Meaning & Synonyms | Vocabulary.com

   www.vocabulary.com › dictionary › robustly

   1 day ago · in a robust manner. DISCLAIMER: These example sentences appear in various news sources and books to reflect the usage of the word ‘robustly'.Views expressed in the examples do not represent the opinion of Vocabulary.com or its editors.

10. translational-medicine.biomedcentral.comA robust clustering strategy for stratification unveils ...

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    Jun 27, 2024 · Population-based robustness A data-driven threshold is used to define population-based robust subgroups or clusters. For each resulting stratification from the previous step, cluster-wise stability is computed by bootstrapping the dataset 1,000 times and calculating the Jaccard similarity index to the originally defined clusters (see Glossary of Technical Terms, Supplementary Methods) [ 38 , 39 ].