main criteria, principal criteria, key criteria, chief criteria, primary considerations, main considerations, key considerations
model selection Synonym
Synonyme model selectionModellauswahl - Modellauswahlverfahren - Auswahl des Modells
Model selection is the process of choosing, from a set of candidate statistical or machine learning models, the one that best balances goodness of fit with complexity and generalization ability. It typically involves comparing models using quantitative criteria such as AIC, BIC, cross-validation error, or likelihood-based scores. In practice, model selection helps avoid overfitting and underfitting by penalizing unnecessary parameters while still capturing essential patterns in the data. It is a central step in building predictive and inferential models in fields like econometrics, biostatistics, and modern machine learning.
Category: Statistics
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Related synonyms
primary criteria
main criteria, principal criteria, key criteria, chief criteria, primary considerations, main considerations, key considerations [x]
Category:
Evaluation
determining criteria
decisive factors, determining factors, decision criteria, key criteria, governing criteria, guiding criteria, determining conditions, deciding factors, critical factors
decisive factors, determining factors, decision criteria, key criteria, governing criteria, guiding criteria, determining conditions, deciding factors, critical factors [x]
Category:
Evaluation
forecasts
projections, predictions, outlooks, estimates, prognoses, anticipations
projections, predictions, outlooks, estimates, prognoses, anticipations [x]
Category:
Weather
extrapolation
projection, estimation, inference, prediction, forecast, extension, continuation
projection, estimation, inference, prediction, forecast, extension, continuation [x]
Category:
Mathematics
inference
Folgerung, Schlussfolgerung, Ableitung, Herleitung, Rückschluss, Schluss, Deduktion, Schlussziehen
Folgerung, Schlussfolgerung, Ableitung, Herleitung, Rückschluss, Schluss, Deduktion, Schlussziehen [x]
Category:
Logic
deduction
conclusion, inference, reasoning, derivation, drawing a conclusion, logical inference, discount, price reduction
conclusion, inference, reasoning, derivation, drawing a conclusion, logical inference, discount, price reduction [x]
Category:
Logic
logical inference
deduction, reasoning, logical reasoning, inference, deductive reasoning
deduction, reasoning, logical reasoning, inference, deductive reasoning [x]
Category:
Logic
models
patterns, prototypes, mock-ups, miniatures, replicas, mannequins, figurines, frameworks, archetypes, examples, paradigms
patterns, prototypes, mock-ups, miniatures, replicas, mannequins, figurines, frameworks, archetypes, examples, paradigms [x]
Category:
Sprache
paradigms
patterns, models, frameworks, archetypes, prototypes, templates, exemplars
patterns, models, frameworks, archetypes, prototypes, templates, exemplars [x]
Category:
Science
miniatures
models, figurines, scale models, small-scale replicas, tiny figures, miniature figures, toy soldiers
models, figurines, scale models, small-scale replicas, tiny figures, miniature figures, toy soldiers [x]
Category:
Hobby
prototype models
Prototypmodelle, Prototypvarianten, Musterexemplare, Referenzmodelle, Versuchsmodelle, Testmodelle, Demonstrationsmodelle
Prototypmodelle, Prototypvarianten, Musterexemplare, Referenzmodelle, Versuchsmodelle, Testmodelle, Demonstrationsmodelle [x]
Category:
Technology
hyperparameter optimization
Hyperparameter tuning, hyperparameter search, hyperparameter optimisation
Hyperparameter tuning, hyperparameter search, hyperparameter optimisation [x]
Category:
Technology
test models
prototypen, versuchsmodelle, testrahmen, prüfmodelle, evaluierungsmodelle
prototypen, versuchsmodelle, testrahmen, prüfmodelle, evaluierungsmodelle [x]
Category:
Technology
parameter restrictions
constraints, limitations, bounds, boundary conditions, admissible range, feasible range, parameter bounds, parameter limits, parameter constraints
constraints, limitations, bounds, boundary conditions, admissible range, feasible range, parameter bounds, parameter limits, parameter constraints [x]
Category:
Mathematics
