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Microarray data has a high dimension of variables but available datasets usually have only a small number of samples, thereby making the study of such datasets interesting and challenging.
Microarray data have a high dimension of variables and a small sample size.
Unlike genomic data, raw MALDI-TOF MS spectral are characterised by a high dimension of noise caused by varying factors, from instrument settings, sample preparation, chemical noise, instrument temperature, and many more.
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The language they use to describe their quest may be different, but the intention is the same -- to tap into a higher dimension of knowing and become self-realized.
Due to a tremendous increase in the number of HBO treatments throughout Germany since the recent installation of over 60 new hyperbaric institutions (mainly not attached to hospitals) a higher dimension of incidents is presumed.
For convenience, we represent the i th head sample as a high dimension vector composed of skull and face vectors in the following form: H i = S i F i i = 1, …, N (8).
The analysis of a high dimension dataset is primarily based on comparison of variables or observations, using a variety of similarity measures.
However, the main disadvantage of such representation is a very high dimension of this matrix and sparsity of values in the vector space, resulting in very high requirements on its storage.
In such environments there appear real-time and on-line constraints well-suited to RL algorithms and, at the same time, there exists an extremely high dimension of the state space usually unpractical for RL algorithms but well-suited to evolutionary algorithms.
It suggests that the joint search in a high dimension is converted into a bunch of parallel, independent searches in low dimensions.
In this paper, based on the Grey theory, a novel measurement method in a large volume and high dimension of information system is proposed for vector quantization (VQ) design and applied to image data coding.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com