shallow features

USAGE SUMMARY

The phrase "shallow features" is correct and usable in written English.
It can be used to describe characteristics or attributes that lack depth or complexity, often in a critical context. Example: "The movie was entertaining, but its shallow features left much to be desired in terms of character development."

✓ Grammatically correct

Science

News & Media

Encyclopedias

Human-verified examples from authoritative sources

Exact Expressions

7 human-written examples

Shallow features may be formed on playa surfaces with thick salt crusts by the percolation of water down to the water table.

Encyclopedia Britannica

Thus, the nanopatterned Si surface after PAA removal shows quite shallow features.

Nanoscale Research Letters

In contrast with TextRunner and StatSnowball systems, which employ only shallow features in the extraction process, WOE can learn two kinds of extractor: WOEparse learned from dependency path patterns; and WOEpos trained with shallow features like POS tags.

Journal of the Brazilian Computer Society

Conductors C1 and C4 are shallow features (depths of ca. 2 km), probably representing Paleozoic sediments in the Kitakami Mountains and presumably separated by resistive granitoids.

Earth, Planets and Space

In this chapter we explore deep features that are extracted from intermediate CNN layers in comparison to a set of classical shallow features, including GLCM, PHOG, GABOR, GIST and the more recent, state-of-the-art BoVW model.

Deep Learning for Medical Image Analysis

Within this expanse of deep water there are a large number of small shallow features, including seamounts, archipelagos, and isolated islands (Figure 3).

Plosone

Human-verified similar examples from authoritative sources

Similar Expressions

53 human-written examples

David Cronenberg's Cosmopolis, adapted by the director from the Don DeLillo novella, is stilted, self-important and dismayingly shallow, featuring an egg-laying cameo from Juliette Binoche, among others — although Paul Giamatti and Mathieu Amalric put some recognisable human life into theirs.

The Guardian - Film

Most existing work relies on heuristic hand-crafted feature design and shallow feature learning architectures, which cannot find very discriminative features to accurately classify different activities.

Big Data Analytics for Sensor-Network Collected Intelligence

Analysis of the deep portion of the models highlights variations within the Farallon plate, including two distinct high wave-speed anomalies in the eastern U.S. and a shallow feature in the center of these two anomalies.

Earth and Planetary Science Letters

The analysis of the worked magnetic maps, which included the total intensity magnetic map, reduced to-pole map, upward-continued maps, downward-continued maps, anomaly separation based on their wavelengths, or anomaly widths and enhanced horizontal gradient filtering aided in divulging the structural regime of the basement rocks, as well as the shallower features.

Journal of Petroleum Exploration and Production Technology

The feature sets that are examined in this study are based on orthographic, morphological and shallow syntactical features, which were selected mainly from our previous work proposed for the biomedical NER task [16] with a particular modification for the CHEMDNER task.

Journal of Cheminformatics

Expert writing Tips

Best practice

When using "shallow features" in technical writing, ensure you clearly define what constitutes a 'shallow' feature in the context of your analysis to avoid ambiguity. For instance, differentiate between 'shallow' and 'deep' features based on specific measurable criteria.

Common error

Avoid using "shallow features" as a blanket term to dismiss aspects of a subject without providing specific evidence or analysis. Always explain why the features are considered shallow and what deeper aspects might be more relevant.

Linguistic Context

The phrase "shallow features" functions primarily as a noun phrase modified by an adjective. According to Ludwig AI, it is used to describe aspects, attributes, or characteristics that lack depth, complexity, or significance. The examples from Ludwig confirm its use across various domains.

Expression frequency: Uncommon

Frequent in

Science

43%

News & Media

43%

Encyclopedias

14%

Less common in

Formal & Business

0%

Wiki

0%

Reference

0%

Ludwig's WRAP-UP

In summary, "shallow features" is a grammatically sound and usable phrase that describes aspects lacking depth or complexity. Ludwig AI identifies the phrase as correct and common in science, news, and encyclopedia contexts. While generally neutral in tone, the phrase often carries a critical or evaluative connotation. When employing "shallow features", ensure that its meaning is clarified and supported with evidence to avoid ambiguity and maintain writing quality. Alternatives such as "superficial attributes" or "surface characteristics" can be used depending on the specific nuance required.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

superficial attributes

Emphasizes the lack of depth or importance in the described attributes.

surface characteristics

Highlights the focus on external or visible aspects rather than internal qualities.

skin-deep qualities

Implies that the qualities are only on the surface and not deeply ingrained.

cursory aspects

Focuses on the brief or superficial nature of the aspects being considered.

minimal details

Highlights the lack of substantial or significant information.

insubstantial elements

Emphasizes the lack of real substance or importance.

frivolous traits

Suggests the traits are not serious or worthy of attention.

cosmetic properties

Highlights the external or decorative nature of the properties.

rudimentary aspects

Focuses on the basic or undeveloped nature of the aspects.

simplistic traits

Implies a lack of complexity or sophistication in the traits.

FAQs

How can I use "shallow features" in a sentence?

You can use "shallow features" to describe characteristics lacking depth. For example: "The analysis focused on the "shallow features" of the data, neglecting more complex relationships."

What are some alternatives to "shallow features"?

Alternatives include "superficial attributes", "surface characteristics", or "skin-deep qualities", depending on the nuance you want to convey.

In what contexts is it appropriate to use the term "shallow features"?

It's appropriate when discussing aspects that lack complexity or depth, such as in data analysis, character development in literature, or design aesthetics. Be mindful of the potentially critical tone it conveys.

What's the difference between "shallow features" and "deep features"?

"Shallow features" refer to easily observable or surface-level characteristics, while "deep features" involve underlying, complex, or less obvious aspects that require more in-depth analysis to uncover.