Sentence examples for for data classification purposes from inspiring English sources
A detailed comparative analysis of some of the most sophisticated machine learning classifiers combined with state of the art feature selection techniques were utilised for data classification purposes.
The GA can be merged with Fuzzy system for different purposes like rule selection, membership function optimization, rule generation, co-efficient optimization, for data classification.
Following the analysis, a feature extraction technique, such as PCA and Fisher linear discriminant analysis (FLDA), is then normally used in order to reduce the data dimensions for defect classification purposes.
The first component is a feature selection and extraction stage where critical informational features about the data are identified for classification purposes.
Denoising autoencoders are a variant of autoencoders which extract features from corrupted input, where the extracted features are robust to noisy data and good for classification purposes.
In this sense, to circumvent the problems caused by the large feature vectors calculated from raw (unprocessed) hyper-spectral data when used for classification purposes, feature reduction (or decorrelation) techniques are usually applied to avoid the Hughes phenomenon [12 14].
A threshold on the transcriptome data is used for expression classification purposes (see Figure 1a and c).
These new methods of mass boundary representation and processing in more than one domain greatly improve the information content of the base data that is used for pattern classification purposes, introducing comprehensive spectral and multi-scale wavelet versions of the original boundary signals.
Optionally the user should be able to link the defined data item to an external terminology, which later can be utilized for possible data aggregation and classification purposes.
Other tools used network and expression information together for classification purposes [19], [20].
It also has been proved that the inter-gene information is useful for cancer classification purposes.
