Neural Networks
http://www.statsoft.com/textbook/stneunet.htmlDescription
A short textbook about neural networks.Contains the following sections:
- Preface
- Applications for Neural Networks
- The Biological Inspiration
- The Basic Artificial Model
- Using a Neural Network
- Gathering Data for Neural Networks
- Pre- and Post-processing
- Multilayer Perceptrons
- Training Multilayer Perceptrons
- The Back Propagation Algorithm
- Over-learning and Generalization
- Data Selection
- Insights into MLP Training
- Other MLP Training Algorithms
- Radial Basis Function Networks
- Probabilistic Neural Networks
- Generalized Regression Neural Networks
- Linear Networks
- SOFM Networks
- Classification in Neural Networks
- Regression Problems in Neural Networks
- Time Series Prediction in Neural Networks
- Variable Selection and Dimensionality Reduction
- Ensembles and Resampling
- Recommended Textbooks