Definitions for regularization
reg·u·lar·iza·tion

Princeton's WordNetRate this definition:0.0 / 0 votes

1. regularization, regularisationnoun

   the condition of having been made regular (or more regular)

2. regulation, regularization, regularisationnoun

   the act of bringing to uniformity; making regular

WiktionaryRate this definition:0.0 / 0 votes

1. regularizationnoun

   The act of making regular, of regularizing.

ChatGPTRate this definition:0.0 / 0 votes

1. regularization

   Regularization is a technique used in machine learning and statistics to prevent overfitting in a predictive model, particularly in the case of regression models. It does this by adding a penalty term to the loss function, which reduces the complexity of the model, constrains the coefficients of the model and improves the model's ability to generalize from training data to unseen data. Regularization methods include techniques like Lasso, Ridge, and Elastic Net.

WikidataRate this definition:0.0 / 0 votes

1. Regularization

   Regularization, in mathematics and statistics and particularly in the fields of machine learning and inverse problems, refers to a process of introducing additional information in order to solve an ill-posed problem or to prevent overfitting. This information is usually of the form of a penalty for complexity, such as restrictions for smoothness or bounds on the vector space norm. A theoretical justification for regularization is that it attempts to impose Occam's razor on the solution. From a Bayesian point of view, many regularization techniques correspond to imposing certain prior distributions on model parameters. The same idea arose in many fields of science. For example, the least-squares method can be viewed as a very simple form of regularization. A simple form of regularization applied to integral equations, generally termed Tikhonov regularization after Andrey Nikolayevich Tikhonov, is essentially a trade-off between fitting the data and reducing a norm of the solution. More recently, non-linear regularization methods, including total variation regularization have become popular.

Matched Categories

1. • Condition
   • Control

How to pronounce regularization?

1. Alex

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How to say regularization in sign language?

Numerology

1. Chaldean Numerology

   The numerical value of regularization in Chaldean Numerology is: 3

2. Pythagorean Numerology

   The numerical value of regularization in Pythagorean Numerology is: 5

Examples of regularization in a Sentence

1. Oscar Molina:

   We have just closed a case with an iconic company, the taxpayer ultimately accepted the regularization of its fiscal situation, and we'll receive a payment it has to make in the next few days and which will be substantial.

2. Philipp Zuend:

   If you look at this from a financial perspective, (the regularization process) is a negative, but if you also look at things like reputation risk, it could be a good thing.

3. Oscar Molina:

   The taxpayer ultimately accepted the regularization of its fiscal situation, and we'll receive a payment it has to make in the next few days and which will be substantial.

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References

1. ^ Princeton's WordNet
   http://wordnetweb.princeton.edu/perl/webwn?s=regularization
2. ^ Wiktionary
   https://en.wiktionary.org/wiki/Regularization
3. ^ ChatGPT
   https://chat.openai.com
4. ^ Wikidata
   https://www.wikidata.org/w/index.php?search=regularization