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Results from the interpretation of the natural language that is considered to be used in the problem reporting phase and the accuracy of retrieved solutions are further discussed.
Several functionalities are incorporated to the proposed system (case selection through aggregation of fuzzy preferences, case adaptation through genetic optimization with retrieved solutions used as initial population, multi-layered neural networks trained with retrieved cases used for adaptation tasks etc).
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The expectation value (retrieved solution, x r ) of the model parameters can be given as {boldsymbol{x}}_r={boldsymbol{x}}_a+{left {boldsymbol{K}}_x^{mathrm{T}}{boldsymbol{S}}_y^{-1}{boldsymbol{K}}_x+{boldsymbol{S}}_a^{-1}right)}^{-1}{boldsymbol{K}}_x^{mathrm{T}}{boldsymbol{S}}_y^{-1}left(boldsymbol{y}-boldsymbol{F}left {boldsymbol{x}}_aright)right).
The case-based reasoning (CBR) approach consists in retrieving solutions from similar past problems and adapting them to new ones.
Tabulation is used to store and retrieve solutions from sub-problems, to avoid that they are evaluated multiple times.
Tissue sections were deparaffinized and antigen was retrieved by antigen retrieval solution.
For immunostaining, the slides were deparaffinised and epitopes were retrieved using Dako Retrieval Solution (Dako Cytomation, USA) at 95°C for 30 min, followed by cooling to room temperature for 20 min. Endogenous peroxidase was inactivated using 0.3%H2O22 for 30 min at room temperature.
The concept of CBR is that people solve problems by retrieving past solutions based on similar problems.
ParaGen combines parametric modeling, performance simulation software and genetic algorithms, together with a database to store and retrieve the solutions for subsequent exploration.
To demonstrate that our code can retrieve continuum solutions, we perform a test-suite of classic hydrodynamic shock problems consisting of the Sod, the Noh, and the Sedov tests.
For example, it has been shown that with increasing practice or skill, children and adults automatically retrieve the solutions to simple addition [e.g., 3 + 4 = 7: [ 60, 61]] and multiplication math problems [e.g., 3 × 4 = 12: [ 62, 63]] from verbal memory as the strategy of choice and do not involve quantity processing.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com