Sentence examples for matrix factorization approach from inspiring English sources

Further, the underlying Boolean matrix factorization approach allows the user to identify multiple overlapping clusters of trans-factors that jointly account for as many interactions as possible, casting the problem into an approximate interaction coverage task.

Overlapping Community Detection at Scale: A Nonnegative Matrix Factorization Approach.

Next, nonnegative matrix factorization approach was applied to identify mutational signatures.

Finally, we present a nonnegative matrix factorization approach to learn the model parameters.

This thesis proposes a non-negative matrix factorization approach to clinical data mining, drawing analogies to studies done in the fields of text min- ing and predictive recommender systems.

In[19], the authors present a probabilistic matrix factorization approach for the recommender system.

Listed in Table 4 below are some examples of the scientific applications and the potential constraints of matrix factorization approaches.

Finally, we presented detailed examples of the use of constrained matrix factorization approaches on different spectroscopy data, including X-ray microscopy and scanning probe microscopy datasets.

The application of the matrix factorization approaches have been mostly limited to decomposing a single time-frequency matrix into significant time and frequency components to reduce the dimensionality and extract features for consequent classification [34, 39].

And then, it integrates the geographical information to build up an extended Matrix Factorization (MF) approach for personalized QoS prediction.

To address the time-consuming, inaccurate and expensive multimedia quality evaluations in traditional methods, this paper proposes a context-aware matrix factorization (CAMF) approach to collaborative and personalized quality prediction for multimedia services.