regularization

Thân thiện

The team uses regularization to improve the model's performance.

Definition

1. Noun:
   • The act of bringing to uniformity; making regular: The process of imposing standard rules, patterns, or consistency on something that was irregular, inconsistent, or unregulated.
   • The condition of having been made regular (or more regular): The state or result of something being standardized, systematized, or brought into conformity with a set rule or pattern.

Usage Examples

• Noun (Act):
  • The regularization of immigration procedures simplified the application process for everyone.
  • The new policy led to the regularization of working hours across all departments.
• Noun (Condition):
  • After the regularization of the data, the patterns became much clearer to the analysts.
  • The treaty resulted in the regularization of trade relations between the two countries.

Advanced Usage

• In mathematics and machine learning, refers to a technique used to prevent a model from becoming too complex or overfitting the training data by adding a penalty term to the loss function.
  • Example: Applying L2 regularization helped improve the model's performance on unseen data.
• In law and administration, often describes the official act of granting legal status to something that was previously informal or unauthorized.
  • Example: The government announced a program for the regularization of informal settlements.

Variants and Related Words

• Regularize (verb): To make regular or consistent.
  • Example: The company sought to regularize its supply chain operations.
• Regular (adjective): Conforming to a standard or pattern; usual.
• Irregularity (noun): The state of being irregular, the opposite condition.

Synonyms

• Standardization
• Systematization
• Normalization
• Formalization

Antonyms

• Deregulation
• Disorganization
• Irregularity

Related Phrases

• Process of regularization: Emphasizes the ongoing action.
  • Example: The process of regularization took several years to complete.
• Seek regularization: To apply for or aim to achieve a regular status.
  • Example: Many workers sought regularization of their employment contracts.

Học thuật

Noun

1. the act of bringing to uniformity; making regular
2. the condition of having been made regular (or more regular)

Từ đồng nghĩa

• regulation
• regularisation