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This research addresses the need to deal with complex dependencies between systems, in both developmental and functional relationships.
As a result, CKA-based pre-training approach captures the complex dependencies between parameters, increases the convergence speed in the learning stage, and unravels the data distribution to favor the class discrimination for five widely image collections used in classification tasks of image object recognition.
Predictive modelling in drug discovery is challenging to automate as it often contains multiple analysis steps and might involve cross-validation and parameter tuning that create complex dependencies between tasks.
However, developers of such systems face a plethora of challenges, mainly due to complex dependencies between the application business logic and the underlying IoT cloud infrastructure, as well as difficulties to provision and govern vast, geographically distributed IoT cloud resources.
In order to solve the complex dependencies between the milling force and deformation to get the cutting tool compensation path T C, the iterative method can be used to obtain the milling forces and deformation at each cutting tool position point in an equilibrium state.
However, in future work we aim to extend the approach to address more complex dependencies between phenotypes.
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From the requirements of customer, the analytic network process (ANP) approach is integrated in QFD to determine the initial importance weights of ECs considering the complex dependency relationships between and within CRs, P-ECs and S-ECs.
FMS deployment topologies span across the entire IoT cloud infrastructure, i.e., from large data centers to the edge of the network, resulting in complex dependencies among the business logic services, but also between such services and the underlying infrastructure.
Network estimation methods are appropriate when the data contain complex dependencies among examples.
The disposition-related homologous series data provide initial outlines of the relationships between structure and disposition, equivalent to the cross sections along one variable through complex dependencies.
What's more, the massive complex dependency and constraint relationships between features present another huge challenge for optimization.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com