Significance of Robust
Synonyms: Strong, Sturdy, Resilient, Durable, Powerful, Hardy, Vigorous, Solid, Substantial, Sound
The below excerpts are indicatory and do represent direct quotations or translations. It is your responsibility to fact check each reference.
The concept of Robust in scientific sources
Robust, in this context, signifies a model or method's stability and reliability. It means the model consistently produces similar results despite data or assumption variations. This quality is also evident when minimal result changes occur with slight adjustments to experimental conditions.
From: International Journal of Environmental Research and Public Health (MDPI)
(1) The Robust SRMR value is 0.041, while the RMSEA value is 0.139, and this indicates a poor fit, particularly with the high RMSEA value in this context.[1] (2) Robust refers to individuals who do not meet any of the Fried criteria for pre-frailty, serving as the reference group in this study to compare against pre-frail older adults regarding arterial stiffness and cardiovascular risk factors.[2] (3) Robust, which is a principle, aims to ensure that content can be interpreted reliably by a wide variety of user agents, including assistive technologies, ensuring compatibility.[3] (4) Robust is an accessibility principle that means content must be robust enough that it can be interpreted reliably by a wide variety of user agents, including assistive technologies.[4] (5) Robust refers to people who are very fit, active, energetic, and motivated, commonly exercising regularly, and are among the fittest for their age.[5]
From: Sustainability Journal (MDPI)
(1) This term signifies that the findings remain consistent and reliable even when subjected to various tests and alternative specifications, such as addressing endogeneity or considering regional differences.[6] (2) The model proves that empirical results are robust because the standard deviation of most variables has been greatly reduced through the matching process utilized in the study.[7] (3) It means the suggested methodology was less sensitive to the drivers’ weights, maintaining its effectiveness and reliability even with variations in input parameters.[8] (4) A characteristic of being able to withstand or overcome adverse conditions or variations, maintaining performance and reliability.[9] (5) A characteristic of the results, indicating strong empirical evidence that risk factors have negative impacts on the construction cost index within the EU area.[10]
From: Asian Journal of Pharmaceutics
(1) The method is not significantly affected by small changes in experimental conditions.[11] (2) The method is more robust as the % RSD was found to be 0.15–0.78 and 0.13–0.78 for HCTZ and IRB, respectively.[12] (3) A characteristic of the proposed method, indicating it is reliable even with small changes in chromatographic conditions.[13] (4) The method is considered this based on the % RSD in robustness study.[14] (5) The proposed method is robust and suitable for estimating Gefitinib.[15]
From: International Journal of Pharmacology
(1) Describes a model that is stable and reliable, producing consistent results even with variations in the data or assumptions.[16]