summarization method

USAGE SUMMARY

The phrase "summarization method" is correct and usable in written English.
You can use it when discussing techniques or approaches for condensing information into a summary. Example: "The summarization method employed in this study effectively captures the main points of the research articles."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

39 human-written examples

The RMA summarization method is based on the Michigan alternative CDF that summarizes the CEL data at the Entrez gene level.

eLife

The input data of NSA are the summarized probe signals (θ A and θ B ) calculated using any summarization method such as dChip [ 13], RMA [ 14], CRMA v2 [ 1], ACNE [ 15], CalMaTe [ 16] for Affymetrix arrays or the one developed by [ 17] for Illumina technology.

Algorithms for Molecular Biology

The simplest summarization method considers directly analyzing a sample from a movie, including keyframes, shots and scenes during the movie.

Vietnam Journal of Computer Science

This paper presents a video summarization method that is specifically for the static summary of consumer videos.

EURASIP Journal on Image and Video Processing

In this paper, a MapReduce framework based summarization method is proposed to generate the summaries from large text collections.

Journal of Big Data

Based on the latest deep-learning research, in this paper, we propose a convolutional neural network (CNN -based opinion summarization method for CNN -basedcropinionng summarization

Knowledge-Based Systems

Human-verified similar examples from authoritative sources

Similar Expressions

21 human-written examples

Automatic text summarization methods are increasingly needed nowadays.

Knowledge-Based Systems

All three summarization methods were applied to three widely used data sets from the UCI Repository.

Neurocomputing

Ajmal et al. [19] gives an anatomy of video summarization methods, we refer interested readers to [19] for more details.

IPSJ Transactions on Computer Vision and Applications

A rigorous performance analysis clearly demonstrates that the novel fusion algorithm outperforms the other single and summarization methods in terms of data sets visualization.

Neurocomputing

For some examples of static summarization methods that we study in this paper, Cong et al. [7] considered video summarization as a dictionary selection problem, where keyframes that represent the whole video content form the dictionary.

EURASIP Journal on Image and Video Processing

Expert writing Tips

Best practice

When describing a specific "summarization method", clearly state its advantages and limitations to provide a balanced evaluation.

Common error

Avoid claiming a "summarization method" is universally superior; its performance often depends on the specific dataset and application.

Linguistic Context

The phrase "summarization method" functions as a noun phrase that identifies a specific technique or process used to create a summary. Ludwig examples demonstrate its use in academic and technical writing to refer to different approaches to condensing information. Ludwig AI confirms its usability in written English.

Expression frequency: Common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

The phrase "summarization method" is a grammatically sound and commonly used noun phrase, particularly in scientific and technical fields. Ludwig AI indicates the phrase is suitable for written English, and examples show it describing techniques for condensing information. Alternatives include "summary technique" or "condensation strategy". It is essential to consider the context and specific application when discussing or evaluating different "summarization methods", avoiding overgeneralizations about their effectiveness.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

summary technique

Replaces "method" with "technique", emphasizing a specific procedure or skill.

data reduction method

Specifically focuses on methods for reducing the volume of data while preserving essential information.

condensation strategy

Emphasizes a planned approach to reducing information to its core elements.

abstraction process

Focuses on the act of extracting essential information, rather than the specific technique used.

distillation technique

Implies refining and extracting the most important aspects of information.

compression algorithm

Highlights the algorithmic aspect of reducing data size while retaining key information.

reductive analysis

Focuses on breaking down complex information into simpler, more manageable components.

abridgement procedure

Highlights a formal or systematic approach to shortening or condensing information.

shortening approach

Indicates a general strategy for making something shorter, without specifying the exact method.

information synthesis

Highlights combining information from different places to create a coherent summary.

FAQs

How can I describe different types of "summarization method"?

You can specify the domain (e.g., text summarization, video summarization) or the approach (e.g., extractive summarization, abstractive summarization) to provide more context.

What's the difference between a "summarization method" and a "summarization technique"?

While often used interchangeably, "summarization technique" might refer to a specific step within a broader "summarization method" or to a more general approach.

Is it correct to use "summarization method" in academic writing?

Yes, "summarization method" is appropriate for academic writing, particularly in computer science, information science, and related fields. It is used to describe specific approaches for condensing information.

What are some key criteria for evaluating a "summarization method"?

Important criteria include accuracy, coherence, brevity, and computational efficiency. The specific criteria depend on the application and desired characteristics of the summary.