1. Introduction  
2. Multidimensional Scaling  
3. Sammon Mapping  
4. Isomap  
5. Out-of-sample Extensions for MDS and Isomap  
6. Landmark MDS and Landmark Isomap for Big Data Embedding  
7. Simulations  
8. Conclusion