Regularized: meaning, definitions and examples

Etymology

• The term 'regularized' comes from the Latin word 'regulare', which means 'to regulate' or 'to make straight'.
• In language, the addition of the suffix '-ized' typically transforms an adjective into a verb, indicating the action of making something regular.
• The concept was first used in mathematical contexts in the late 19th century, particularly related to creating rules for calculations.

Mathematics

• Regularization is a technique used in statistics to prevent overfitting in models by smoothing out complexities.
• In mathematics, it often refers to making ill-defined problems more solvable by enforcing certain constraints or definitions.
• Regularized methods are commonly used in machine learning to improve the performance of predictive models.

Social Sciences

• In sociology, the term is used to describe the process of establishing norms and rules within social groups to achieve conformity.
• Regularization can refer to the formalization of laws and policies to create fair and predictable processes in society.
• It often follows social unrest, emphasizing the need for consistent rules, providing stability and order among communities.

Technology

• In software development, regularization can refer to adhering to programming standards to ensure code consistency and reliability.
• Data structures are regularized to enhance performance, thus organizing data for more efficient access and manipulation.
• Regularization techniques are integral to many algorithms in artificial intelligence, helping to balance complexity and accuracy.

Education

• In education, regularized teaching methods promote uniformity in curriculum delivery, ensuring all students receive the same foundational knowledge.
• The process of standardization in testing is a form of regularization, aiming to create equal assessment opportunities for all learners.
• Regularized assessments help in benchmarking student performance across different schools and regions, offering a clearer understanding of educational outcomes.

At rank #27,889, this word represents specialized academic or technical vocabulary. It's less frequently encountered but may be valuable in specific contexts.

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