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In our design process, the optimization problem in the RFBP is decomposed into several easier optimization subproblems in the easier models to reduce the difficulty of the optimization problem.
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2. An easier model to survive?
It is usually beneficial to preprocess the DNN's input to achieve easier model training and better performance.
Potential benefits are reduced cost and development time arising from reuse of components, as well as easier model adaptation due to the features of extensibility and evolvability.
This is of course already a considerable simplification for the sake of easier modelling.
Reducing the complexity of a model and obtaining an easier model interpretation and a possible improvement in prediction can be achieved by the variable selection.
We chose this approach to simplify presentation of standardized descriptive statistics, and to allow for easier modeling of potential non-linear associations between age and HPV infection.
More specifically, it enables the easier modelling of saccades within the optimization, as they cause individual high gradients of the displacement fields.
It should be noted that late-responding normal tissues and slow-growing tumours allow easier modelling than early-responding normal tissues and fast-growing tumours because of repopulation during treatment in the latter.
Training models are the easiest models to develop.
Similarly, caspase-3-deficient breast cancer cell MCF7 also showed marked time delay between cyt. c release and caspase activation marking these two systems as easy models to characterize cyt. c-independent caspase activation with the image-based platforms.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com