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Therefore, we selected these two similarity coefficients for our experiments, in order to cover both types of variables.
The proposed algorithm will be an appropriate method for optimization problems in which both types of variables (discrete and continuous) existed in a problem.
STATISTICA DMR is capable of handling both types of variables and, thus, capable of building predictive models for tackling regression and classification problems.
Within a single procedure, the genetic algorithm is used to solve a first-level approximate problem which includes both types of variables, while a second-level approximate problem is addressed for the individual fitness calculations.
As discussed in the previous section, the SLID dataset provides rich and relevant information for both types of variables as we observe in the data variables including education, age, gender, marital status, ethnicity, immigration status, tenured status, firm size, occupation, and province of residence.
Both types of variables enter the appropriate power-law terms of the system, but equations are only formulated for the dependent variables.
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Finally, we consider the products of both types of random variables, nonnegative and real ones taking values in ({mathbb {R}}).
In this model, both labeled data samples (with values for both two types of variables) and unlabeled data samples (with values only for routinely recorded variables) can be effectively used.
The study data forms may contain both qualitative and quantitative types of variables.
For both types of models the response variable was restricted to 0.0 1.0 (all possible RIC values) using the logit transformation of the mean [51], and modeled it as a linear function of the predictor for the GLM model and as cubic splines for the GAM model.
Results are similar, although the estimates of the effect of HAZ at age six are less precise and no longer marginally significant for verbal skills but still marginally significant (p = 0.08) for nonverbal skills.24 Conditional on the other variables, both types of skills decline slightly with age.
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