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The convex combination is an interesting proposal to get the best feature of two or more adaptive algorithms.
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Consequently these require us to consider the matching process more synthetically and to seek a new scheme as the theoretical basis for a more adaptive and comprehensive algorithm.
To make the algorithm more adaptive, the operation time scale of the slow identification module is not constant, but dependent on current profiles.
The experimental results indicate that the BYEC algorithm is more adaptive with changed steel surface defect data set compared with other algorithms.
In other cases, instructors have designed assignments and assessments to be even more personalized, taking advantage of adaptive algorithms to vary the difficulty and subject matter presented to each learner.
It is also interesting to observe that the throughput guarantee that can be promised with close to unity probability with the adaptive algorithms is more than twice as large as for the PFS algorithm for all the four systems.
Such definition entails from simple adaptive algorithms to more sophisticated solutions such as self-optimization by automated redeployment (Malek et al. 2010) and self-organization enabled by dynamic architectures (Parunak and Brueckner 2011).
Moreover, a linear increase of the prediction error, including a memory term, is here assumed, but a more sophisticated (nonlinear, adaptive) algorithm can be introduced in the future to estimate better the raise of the prediction error in time.
The results show that our system is more accurate and more adaptive in general than traditional localization algorithms.
We take a walk through the past and recent history of adaptive filters and present 14 canonical forms of adaptive algorithms and even more variants thereof contrasting their mean-square with their l 2−stability conditions.
As a result, most adaptive algorithms make use of the more deterministic scaled identity matrix for initialization purposes).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com