Systematic Overestimation of Machine Learning Performance in Neuroimaging Studies of Depression.
Claas FlintMicah CearnsNils OpelRonny RedlichDavid M. A. MehlerDaniel EmdenNils R. WinterRamona LeeningsSimon B. EickhoffTilo KircherAxel KrugIgor NenadicVolker AroltScott ClarkBernhard T. BauneXiaoyi JiangUdo DannlowskiTim HahnPublished in: CoRR (2019)
Keyphrases
- machine learning
- pattern recognition
- machine learning methods
- artificial intelligence
- learning algorithm
- computer vision
- text mining
- supervised learning
- machine learning algorithms
- data mining
- natural language
- computer science
- knowledge representation
- knowledge discovery
- natural language processing
- decision trees
- empirical studies
- feature selection
- information systems
- human brain
- inductive learning
- machine learning approaches
- high risk
- supervised machine learning
- meta analysis
- clinical studies