Return to my homepage

MATH 203: Applied Mathematics, Computing & Statistics Projects (CAMCOS)

Final product

Toy data

References

Overview of document clustering

• A Survey of Text Clustering Algorithms [Link]

Dimensionality reduction of document data

• Latent Semantec Indexing (LSI) [paper]
• Locality Preserving Indexing (LPI) [Link]

Spectral clustering

• Normalized cuts [paper] [software]
• NJW algorithm [paper]
• Self-tuning spectral clustering [paper] [webpage]
• A tutorial on spectral clustering [paper]
• Diffusion maps [lecture] [NIPS paper] [ACHA paper] [PNAS paper]

Landmark based spectral clustering (LSC)

• Papers: [AAAI version] [Journal version]
• Matlab code: link (download also the three functions bestMap, hungarian, MutualInfo under clustering evaluation)
• Websites: [Deng Cai] [Xinlei Chen]