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We reflect on the design of the method and the early experiences of using it.
The design of the method provides a fast scene reconstruction useful for further visualization or processing tasks.
Therefore, we propose the Comparative Density Peaks algorithm which takes the comparison into the design of the method.
Furthermore, the careful design of the method against local maxima makes it very robust, as shown here for controlled simulated examples for which the state-of-the-art methods have convergence problems.
Results suggest that definitional uncertainties, the availability and viability of data, and the design of the method introduce inaccuracy, uncertainty and bias into data interpretation.
The design of the method also enables us to measure the stability of a partition, that can be viewed as a weighted mean of the stability measures of all clusters in the partition.
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Third, I make sure that the design of the methods and analyses are appropriate. . - McGlynn.
RD participated in the design of the methods.
KM carried out the conception and design of the methods, acquisition and analysis of data.
Both authors contributed to the design of the methods described above, to the analysis of the evaluation study, and to the writing of the manuscript.
We were also committed to involving users in the design of the methods for part three of the KNEPP Study (the qualitative study).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com