Sentence examples for supervised technique for from inspiring English sources

The HME model combining 3M and a supervised technique for predicting a response vector y can be achieved by using the 3M mixture probabilities p(m| x, θ m ) (2), for the HME mixture component probabilities in (1).

This work presents a genetic algorithm (GA) based evolution of optimal RBFN architecture and compares its performance with the conventional RBFN training procedure employing a two stage methodology, i.e. utilizing the k-means clustering algorithm for the unsupervised training in the first stage, and using linear supervised techniques for subsequent error minimization in the second stage.

These are then passed as input weights into the parameter estimation procedure within the supervised technique.

It is commonly used in machine learning as a supervised learning technique for recognizing patterns.

The model utilizes naive Bayes classifier (NBC) as the simplest supervised learning technique for creating profiles and evaluating the legitimacy of a transaction.

The problem of over-fitting can potentially be a real concern for the supervised techniques (MGD, MDA, ANN) and evaluations of their performances are more accurate when using cross-validation procedures.

Gene expression data were quantified by the RMA algorithm, filtered and analyzed with supervised techniques by Limma modified t-test for the detection of differentially expressed genes.

The supervised techniques require labeled data, while semi-supervised techniques need guidance from domain experts.

The supervised techniques are the machine learning classifiers.

The supervised techniques require labeled data, while the semi supervised techniques need manual tuning from domain experts.

Different machine learning paradigms are compared to identify the best performing strategies, including unsupervised, semi-supervised and supervised techniques.