Sentence examples for summarization methods from inspiring English sources

Automatic text summarization methods are increasingly needed nowadays.

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

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

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

The rapid growth of video data demands both effective and efficient video summarization methods so that users are empowered to quickly browse and comprehend a large amount of video content.

Video summarization methods generate concise summaries of video contents and enable faster browsing, indexing and accessing of large video collections, however, these methods often perform slow with large duration and high quality video data.

Hence, above mentioned video summarization methods, which were designed for the well-edited videos, do not work well for consumer videos, so recent studies are targeting consumer videos [2, 7 9].

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

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.

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

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