Sentence examples for supervised techniques and from inspiring English sources

However, unsupervised techniques are more exploratory than supervised techniques and subgroups are not modelled using a clinical outcome.

Discriminant function analysis is a supervised technique and the model is supplied with information about group membership, so any result produced by the model needs to be tested.

Supervised and semi-supervised techniques require experts and domain specific guidance and are therefore discouraged for real world big data analysis.

Take a few minutes to make a list of those you have supervised, techniques you taught them, and the deliverables that they produced and awards they achieved while under your supervision (reports, seminars, an undergraduate research project thesis, or a summer student poster award, for example).

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

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.

Our proposed model is a probabilistic combination of a Markov mixture model which identifies frequently observed pathway clusters and an ensemble of supervised techniques each trained locally within each pathway cluster to classify the response.

These supervised techniques have two main drawbacks.

The setting of the learning task makes it impossible to use supervised or partially supervised techniques to estimate the parameters of the input density.

In most literature works, although OD localization has achieved fairly good performance, rather less attention has been paid to supervised techniques.