Method of generating features optimal to a dataset and classifier
Patent
·
OSTI ID:1329308
A method of generating features optimal to a particular dataset and classifier is disclosed. A dataset of messages is inputted and a classifier is selected. An algebra of features is encoded. Computable features that are capable of describing the dataset from the algebra of features are selected. Irredundant features that are optimal for the classifier and the dataset are selected.
- Research Organization:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Organization:
- USDOE
- DOE Contract Number:
- AC05-76RL01830
- Assignee:
- BATTELLE MEMORIAL INSTITUTE (Richland, WA)
- Patent Number(s):
- 9,471,871
- Application Number:
- 14/186,740
- OSTI ID:
- 1329308
- Resource Relation:
- Patent File Date: 2014 Feb 21
- Country of Publication:
- United States
- Language:
- English
Crossover and mutation operators for grammar-guided genetic programming
|
journal | December 2006 |
Object Detection via Feature Synthesis Using MDL-Based Genetic Programming
|
journal | June 2005 |
Genetic Programming with a Genetic Algorithm for Feature Construction and Selection
|
journal | August 2005 |
Automatic Feature Generation for Machine Learning Based Optimizing Compilation
|
conference | March 2009 |
Similar Records
A Benchmark to Test Generalization Capabilities of Deep Learning Methods to Classify Severe Convective Storms in a Changing Climate
Detection of Modified Matrix Encoding Using Machine Learning and Compressed Sensing
Adversarial Perturbations Are Not So Weird: Entanglement of Robust and Non-Robust Features in Neural Network Classifiers
Journal Article
·
Mon Aug 30 00:00:00 EDT 2021
· Earth and Space Science
·
OSTI ID:1329308
Detection of Modified Matrix Encoding Using Machine Learning and Compressed Sensing
Conference
·
Sat Jan 01 00:00:00 EST 2011
·
OSTI ID:1329308
Adversarial Perturbations Are Not So Weird: Entanglement of Robust and Non-Robust Features in Neural Network Classifiers
Technical Report
·
Fri Oct 01 00:00:00 EDT 2021
·
OSTI ID:1329308