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06/30/2022
Automatically Balancing Model Accuracy and Complexity using Solution and Fitness Evolution (SAFE)
When seeking a predictive model in biomedical data, one often has more t...
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06/25/2022
Solution and Fitness Evolution (SAFE): A Study of Multiobjective Problems
We have recently presented SAFE – Solution And Fitness Evolution – a com...
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06/25/2022
Solution and Fitness Evolution (SAFE): Coevolving Solutions and Their Objective Functions
We recently highlighted a fundamental problem recognized to confound alg...
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06/23/2022
STREAMLINE: A Simple, Transparent, End-To-End Automated Machine Learning Pipeline Facilitating Data Analysis and Algorithm Comparison
Machine learning (ML) offers powerful methods for detecting and modeling...
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04/26/2021
LCS-DIVE: An Automated Rule-based Machine Learning Visualization Pipeline for Characterizing Complex Associations in Classification
Machine learning (ML) research has yielded powerful tools for training a...
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08/28/2020
A Rigorous Machine Learning Analysis Pipeline for Biomedical Binary Classification: Application in Pancreatic Cancer Nested Case-control Studies with Implications for Bias Asse
Machine learning (ML) offers a collection of powerful approaches for det...
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11/22/2017
Relief-Based Feature Selection: Introduction and Review
Feature selection plays a critical role in data mining, driven by increa...
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05/01/2017
A System for Accessible Artificial Intelligence
While artificial intelligence (AI) has become widespread, many commercia...
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03/20/2016
Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science
As the field of data science continues to grow, there will be an ever-in...
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01/28/2016
