Isolation Forest detects anomalies by isolating observations. It builds binary trees (called iTrees) by recursively ...

A research team led by Prof. Li Hai from the Hefei Institutes of Physical Science of the Chinese Academy of Sciences has ...

Aiming at the current status quo that the security assessment of mimetic multivariate systems generally adopts a single level of assessment, which is unable to establish a security link between its ...

"This demonstrates the benefit of using a more efficient multi-marker method applied to a much smaller dataset." Dr. Tran said the research team confirmed their findings in an independent group of ...

Response surface methodology (RSM) is a multivariate tool most helpful for the optimization of analytical methods as reported in the literature. 1-3 Among other RSMs, central composite design (CCD) is ...

The research methodology in the second phase is a quantitative approach, and 9 hypotheses were raised in this study. 515 data was collected and after analyzing the responses and discarding incomplete, ...

There are several types of multivariate analysis, each suited for different kinds of data and research questions. Principal Component Analysis (PCA) reduces the dimensionality of data, making it ...

Large-scale microbiome studies are progressively utilizing multiomics designs, which include the collection of microbiome samples together with host genomics and metabolomics data. Despite the ...

4 Pattern Recognition Pattern recognition is another key benefit of multivariate analysis. Complex datasets often contain hidden patterns that are difficult to detect with simpler analysis methods.

Several multivariate methods to biologically profile soils require heavy investment, well-trained workers or suitable socio-economic environments. This research aimed to examine a method using ...

1) A practical multivariate statistical method of generating scenarios is proposed for renewable energy management in electricity markets, which is developed based on univariate Seasonal ...