high-dimensional

[US]/[ˈhaɪˌdɪˈmenʃənəl]/
[UK]/[ˈhaɪˌdɪˈmenʃənəl]/
Frequency: Very High

Translation

adj.Having many dimensions; relating to or involving many variables.; Relating to or involving data with a large number of features or variables.; Used to describe spaces or datasets with a high number of dimensions.

Phrases & Collocations

high-dimensional space

high-dimensional data

high-dimensional analysis

high-dimensional model

high-dimensional feature

be high-dimensional

high-dimensional embedding

high-dimensional representation

high-dimensional manifold

high-dimensional projection

Example Sentences

the algorithm struggles with high-dimensional data due to the curse of dimensionality.

feature selection aims to reduce the dimensionality of the dataset.

we used pca to project the high-dimensional data into a lower-dimensional space.

high-dimensional spaces are common in image and text analysis.

the model's performance degraded significantly in high-dimensional feature space.

regularization techniques help prevent overfitting in high-dimensional models.

visualizing high-dimensional data is challenging but crucial for understanding patterns.

the dataset contained a large number of high-dimensional features.

we employed dimensionality reduction to simplify the high-dimensional representation.

sparse representations are often used to handle high-dimensional data efficiently.

the goal was to find a compact representation in a lower-dimensional space.

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