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We show that such a mixture distribution can be effectively segmented by a simple agglomerative clustering algorithm derived from a lossy data compression approach.
This paper presents a unified test data compression approach, which simultaneously reduces test data volume, scan power consumption and test application time for a system-on-a-chip (SoC).
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They used the delta compression approach for data compression that leads to reducing the data transfer amount during migration and also added an adaptive warm-up data transfer phase.
In this article, we introduce the spike-time or temporal encoding paradigm as an efficient general approach to data compression for the purpose of pattern recognition.
The committee was particularly impressed by Daubechies' work on "wavelets, which resulted in a new approach to data compression, with a strong impact on a multitude of technologies, including efficient audio and video transmission and medical imaging". She shares the prize of 400,000 euros with David Mumford, an emeritus professor at Brown University.
Following the above approach, an audio data compression algorithm based on the T-F image of music signals could reproduce an audio signal which keeps only the main sense of music with smaller size [78].
MFCompress relies on multiple competing finite-context models and arithmetic coding, a powerful approach for DNA data compression (Pinho et al., 2011).
Vector quantization is a useful approach for multi-dimensional data compression and pattern classification.
Data compression and random-access reduction are promising approaches to increase bandwidth without raising costs.
PCA is an unsupervised approach, and is frequently employed for data compression and visualisation [ 9].
In order to achieve compression beyond what standard compressors can achieve, a compression approach must be tailored to the specific data type, and it is likely that different compression approaches are warranted even for different short-read experimental settings such as metagenomic, RNA-seq or genome assembly applications.
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