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twang15 / Feature-selection

feature-selection algorithm and benchmarks
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Literature review #1

Open twang15 opened 3 years ago

twang15 commented 3 years ago

Survey the state of art

  1. Latest books: gain a high-level overview
    • p38: Feature Engineering for Machine Learning
    • Chapte 8: Feature Engineering for Machine Learning and Data Analytics
  2. Research papers
twang15 commented 3 years ago

Feature selection by random search in python

https://towardsdatascience.com/feature-selection-by-random-search-in-python-730ffd2912e9

twang15 commented 3 years ago

Genetic search, coordinate descent, exhaustive

https://github.com/infoyuxiglobal/data-analytics/tree/master/hpar_opt_experiments

twang15 commented 3 years ago

Learning curve models and applications: Literature review and research directions

https://www.sciencedirect.com/science/article/abs/pii/S016981411100062X

twang15 commented 3 years ago

DecisionTree, the order of features also matters

https://github.com/scikit-learn/scikit-learn/issues/5394

twang15 commented 3 years ago

More Literature