Bias Assessment and Correction in Machine Learning Algorithms: A Use-Case in a Natural Language Processing Algorithm to Identify Hospitalized Patients with Unhealthy Alcohol Use.
Marissa BorgeseCara JoyceEmily E. AndersonMatthew M. ChurpekMajid AfsharPublished in: AMIA (2021)
Keyphrases
- machine learning algorithms
- learning algorithm
- benchmark data sets
- machine learning
- natural language processing
- standard machine learning algorithms
- machine learning systems
- data mining
- probabilistic model
- multiclass classification
- learning problems
- predictive accuracy
- text categorization
- free text
- data sets
- text mining
- real world