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Last updated: Feb 11, 2025
The Generalized Linear (GenLin) model expands the general linear model so that the
dependent variable is linearly related to the factors and covariates through a specified link
function. Moreover, the model allows for the dependent variable to have a non-normal distribution.
It covers the functionality of a wide number of statistical models, including linear regression,
logistic regression, loglinear models for count data, and interval-censored survival models.
Example
node = stream.create("genlin", "My node") node.setPropertyValue("model_type", "MainAndAllTwoWayEffects") node.setPropertyValue("offset_type", "Variable") node.setPropertyValue("offset_field", "Claimant")
Properties |
Values | Property description |
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field | GenLin models require a single target field which must be a nominal or flag field, and one or more input fields. A weight field can also be specified. See Common modeling node properties for more information. |
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flag | |
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field | Field type is only continuous. |
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flag | |
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field | Field type is continuous, flag, or ordinal. |
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number | Default value is 10. |
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field | Field type is only continuous. |
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number | Must be a real number. |
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flag | |
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: Inverse Gaussian.
: Negative binomial. |
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number | Default value is 1. Must contain a non-negative real number. |
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number | |
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: Complementary log-log.
: log complement.
: Negative binomial.
: Negative log-log.
: Cumulative cauchit.
: Cumulative complementary log-log.
: Cumulative logit.
: Cumulative negative log-log.
: Cumulative probit. |
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number | Value must be real, nonzero number. |
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number | Default value is 1; only positive integers allowed. |
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number | Default value is 1; must be greater than 0. |
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number | Default value is 100; non-negative integers only. |
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number | Default value is 5; positive integers only. |
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flag | |
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number | Default value is 20; only positive integers allowed. |
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flag | |
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number | Default value is 1E-006; only positive numbers allowed. |
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flag | |
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number | Only positive numbers allowed. |
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flag | |
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number | Only positive numbers allowed. |
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flag | |
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flag | |
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flag | |
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flag | |
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flag | |
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flag | |
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flag | |
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number | Default value is 1; must be positive integer. |
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flag | |
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flag | |
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flag | |
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flag | |
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flag | |
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flag | |
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number | Default value is 0.0001. |
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number | Default value is 95. |
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flag | |
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flag | |
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flag | |
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