A model is -saturated when every complete type over a subset of size less than is realized in .
A model is omega-saturated when it realizes every complete finite-tuple type over any finite parameter set. Realizing all one-variable types over finite parameter sets suffices by successively adjoining coordinates. This is weaker than saturation over every countable parameter set.
For every infinite regular cardinal , every first-order structure has a -saturated elementary extension. At one stage use the compactness theorem with the elementary diagram to realize all complete types over subsets of the stage having size less than . There is a set of such types; finite subsets of the enlarged theory are satisfiable because their finitely many witnesses are independent. Iterate for stages, taking elementary unions at limits. Regularity puts any parameter set of size less than inside one stage, and its type is realized at the next one. Passing to a larger regular cardinal covers singular requested degrees of saturation as well.
In a countable language, an ultraproduct over a nonprincipal ultrafilter on realizes every countable finitely satisfiable type, including types over countably many parameters. Enumerate the type , and let be the ultrafilter-large set of coordinates where the first first-order formulas have a simultaneous witness. Put . At coordinate , choose a witness for the largest with , or an arbitrary element when there is none. For each fixed , the resulting function satisfies the first first-order formulas on . The Łoś theorem then realizes the entire type. Countability of the language and parameter set makes the enumeration possible.
A -saturated model has the one-point extension property for partial elementary maps of size below : transport the type of the new element through the map and realize it by saturation. This is -homogeneity; back-and-forth gives the corresponding automorphisms when cardinalities permit.
If an aleph-zero-homogeneous model realizes every finite type over the empty set, it is aleph-zero-saturated. Realize the joint empty-set type of the parameters and a desired element, then use homogeneity to move the realized parameter tuple to the given one.
A model of cardinality is universal when every model of the same complete theory having cardinality less than admits an elementary embedding into .
A model of cardinality is homogeneous when every partial elementary map between subsets of size less than extends to an automorphism of .
A universal homogeneous model realizes every type over a small parameter set. Embed a small model containing a realization into the universal model, then use homogeneity to move the embedded parameters back to the original ones.
Let be uncountable and saturated, and let a formula define an equivalence relation. If every small elementary submodel of meets every class, then there are only finitely many classes. Otherwise a small elementary submodel yields the finitely satisfiable type , contradicting saturation.

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A **saturated model** is a statistical model that is fully specified to account for all possible variability in the data. In essence, it includes as many parameters as there are data points, meaning that it can fit the data perfectly. Thus, every possible outcome in the dataset is accounted for by a unique parameter within the model. Here are some key points about saturated models: 1. **Overparameterization**: Saturated models typically have a high number of parameters, making them overparameterized.