tpcp: Tiny Pipelines for Complex Problems - A set of framework independent helpers for algorithms development and evaluation.
Arne KüderleRobert RicherRaul C. SîmpetruBjoern M. EskofierPublished in: J. Open Source Softw. (2023)
Keyphrases
- technical advances
- optimization problems
- partial solutions
- benchmark problems
- significant improvement
- approximate solutions
- computationally efficient
- difficult problems
- related problems
- evaluation metrics
- exact algorithms
- solving complex
- pruning strategy
- computationally expensive
- practical problems
- software engineering
- computational geometry
- theoretical analysis
- multi class
- combinatorial optimization
- computational problems
- polynomial time complexity
- high level
- provide efficient solutions
- structured prediction problems
- genetic algorithm
- computationally intensive
- development process
- metaheuristic
- machine learning algorithms
- small number
- probability distribution
- probabilistic model
- computational cost
- feature space
- computational complexity
- learning algorithm