CEFR C1

high-dimensional

adjective

Meaning

Involving a large number of variables or coordinates that define the state of a system or data point.

Examples

The algorithm struggles to find patterns in high-dimensional space due to the curse of dimensionality.
Researchers use manifold learning to reduce high-dimensional data into a more manageable format.

Synonyms: complex, multivariate, multi-dimensional, high-order

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high-dimensional (C1)

adjective

Pronunciation: /ˌhaɪ dɪˈmɛnʃənəl/

Definition

Involving a large number of variables or coordinates that define the state of a system or data point.

Examples

The algorithm struggles to find patterns in high-dimensional space due to the curse of dimensionality.
Researchers use manifold learning to reduce high-dimensional data into a more manageable format.
Modern machine learning models often operate on high-dimensional vectors representing complex features.

How to Use high-dimensional

high-dimensional space (collocation): The mathematical environment where high-dimensional data exists. — "Navigating high-dimensional space is essential for understanding deep learning."
high-dimensional data (collocation): Information sets with many features per sample. — "We need to preprocess the high-dimensional data before training the model."

Synonyms of high-dimensional

Words with a similar meaning to high-dimensional:

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