By Ojeda J.L., Cristobal J.A.

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First, the initial population is generated, and then genetic operators, such as Modelling Medical Time Series Using Grammar-Guided Genetic Programming 41 Gen=0 Gen=0 Create Create Initial Initial Population Population from from Isokinetics Isokinetics Test Test Database Database Termination Termination Convergence Convergence Criterion? Criterion? Gen=Gen+1 Gen=Gen+1 Evaluate Evaluate Fitness Fitness of of Each Each Individual Individual in in Population Population Individuals Individuals Replacement Replacement for for Next Next Generation Generation Individuals=N?

9. This figure shows a numerical reference model, represented by the extension and flexion curve, and the symbolic reference model, shown as dashed lines, which is wholly equivalent to the numerical reference model. However, some differences, which were, from the viewpoint of the isokinetics expert, not significant, were found in 5% of the cases. Sharp Fig. 9. Numerical Reference Model versus Symbolic Reference Model 7 Conclusions This paper has presented ongoing work on the development of a comprehensive system to deal with isokinetics data, including symbolic data analysis.

This way, the SID can be used to get the least costly edit command sequence (delete, insert and substitute) for transforming S1 into S2. = tj ⎪ D(i, j ) = min ⎨ ⎪ D(i − 1, j ) + InsertGapCost ⎩⎪ D(i, j − 1) + DeleteGapCost //copy //substitute //insert //delete (2) Due partly to qualitative aspects (each symbol has a different structural weight) and partly to quantitative issues, not all the operations or all the symbols can be Modelling Medical Time Series Using Grammar-Guided Genetic Programming 39 allocated an identical gapcost in the isokinetics field.

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