SIMPD: an algorithm for generating simulated time splits for validating machine learning approaches.
Gregory A. LandrumMaximilian BeckersJessica LaniniNadine SchneiderNikolaus StieflSereina RinikerPublished in: J. Cheminformatics (2023)
Keyphrases
- machine learning approaches
- dynamic programming
- times faster
- high accuracy
- np hard
- computational complexity
- preprocessing
- optimization algorithm
- theoretical analysis
- learning algorithm
- improved algorithm
- computational cost
- machine learning algorithms
- detection algorithm
- experimental evaluation
- machine learning
- optimal solution
- k means
- cost function
- search algorithm
- high dimensional
- image segmentation
- feature extraction
- machine learning methods
- classification algorithm
- clustering method
- input data
- distance measure
- simulated annealing
- significant improvement
- worst case
- neural network