Embedded Methods Incorporating Feature Selection
- Random multinomial logit (RMNL)
- Sparse regression, LASSO
- Regularized trees e.g. regularized random forest implemented in the RRF package
- Decision tree
- Memetic algorithm
- Auto-encoding networks with a bottleneck-layer
- Many other machine learning methods applying a pruning step.
Read more about this topic: Feature Selection
Famous quotes containing the words embedded, methods, feature and/or selection:
“The idea of feminine authority is so deeply embedded in the human subconscious that even after all these centuries of father-right the young child instinctively regards the mother as the supreme authority. He looks upon the father as equal with himself, equally subject to the womans rule. Children have to be taught to love, honor, and respect the father.”
—Elizabeth Gould Davis (b. 1910)
“It would be some advantage to live a primitive and frontier life, though in the midst of an outward civilization, if only to learn what are the gross necessaries of life and what methods have been taken to obtain them.”
—Henry David Thoreau (18171862)
“A snake, with mottles rare,
Surveyed my chamber floor,
In feature as the worm before,
But ringed with power.”
—Emily Dickinson (18301886)
“Every writer is necessarily a criticthat is, each sentence is a skeleton accompanied by enormous activity of rejection; and each selection is governed by general principles concerning truth, force, beauty, and so on.... The critic that is in every fabulist is like the icebergnine-tenths of him is under water.”
—Thornton Wilder (18971975)