Predicting the generalization gap in neural networks using topological data analysis.
Rubén BallesterXavier Arnal ClementeCarles CasacubertaMeysam MadadiCiprian A. CorneanuSergio EscaleraPublished in: Neurocomputing (2024)
Keyphrases
- neural network
- data analysis
- pattern recognition
- neural nets
- back propagation
- data collection
- artificial neural networks
- data processing
- fuzzy logic
- neural network model
- multilayer perceptron
- topological properties
- machine learning
- data mining
- network architecture
- databases
- information visualization
- training process
- multi layer
- multi aspect
- big data
- fault diagnosis
- business intelligence
- data warehouse
- case study
- artificial intelligence
- self organizing maps
- recurrent neural networks
- associative memory
- high dimensional data
- cellular neural networks
- hopfield neural network
- data sets
- topological spaces