Discriminative Meaning: Definition, Examples, and Translations

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discriminative

[dɪˈskrɪmɪnətɪv ]

Definition

^{Context #1 | Adjective}

machine learning

Relating to or characterized by the ability to distinguish between different classes or categories.

Synonyms

classifying, distinctive, selective.

Which Synonym Should You Choose?

Word	Description / Examples
discriminative	See above for 'discriminative'.
classifying	Best used when referring to the action of organizing or grouping items based on shared characteristics or criteria, often in academic or organizational settings. She spent hours classifying the books by genre and author The researcher focused on classifying different types of bacteria
distinctive	Ideal for describing something that clearly stands out because of unique or special characteristics, often used in positive contexts. Her distinctive style of painting set her apart from other artists The car's distinctive design made it an instant classic
selective	Appropriate for situations where you need to choose carefully from among many options, often emphasizing high standards or preferences. The university has a very selective admissions process He is very selective about the projects he takes on

Examples of usage

A discriminative model is designed to classify data points into different classes.
In discriminative learning, the focus is on learning the boundary that separates different classes.

Translations

To see the translation, please select a language from the options available.

Interesting Facts

Psychology

In psychology, discriminative stimuli are cues that help an organism distinguish between different situations or stimuli.
This concept plays a vital role in learning and behavior, as it influences how individuals make choices based on environmental signals.

Education

In educational assessment, discriminative abilities help teachers understand which students grasp concepts better, allowing tailored support.
Creating effective tests relies on being discriminative, to ensure that they can accurately measure a student’s understanding.

Artificial Intelligence

In machine learning, discriminative models focus on distinguishing between different classes of data for more accurate predictions.
Techniques like Support Vector Machines (SVM) and Logistic Regression are examples of how computers learn to differentiate between categories.

Sociology

Discriminative practices in society can lead to inequities; understanding and addressing these behaviors is crucial for social justice.
Research often delves into how individuals perceive differences among groups, impacting attitudes and behaviors.

Origin of 'discriminative'

Main points about word origin

The word comes from the Latin 'discriminare,' which means to distinguish or separate.
It entered the English language in the 19th century, originally tied to discussions about judgment and perception.

The word 'discriminative' originates from the Latin word 'discriminat-' which means 'distinguished'. It has been used in various fields to describe the ability to differentiate or distinguish between different classes or categories. In the context of machine learning, 'discriminative' models have been developed to classify data points based on their features and characteristics.