User:Brunato/Books/ABIT

From Data to Models to Insight

 * Introduction
 * Business intelligence


 * Social Network Analysis
 * PageRank
 * HITS algorithm


 * Internal representation of objects - similarity and distance functions
 * Vector space model
 * Stemming
 * Bag of words model
 * Euclidean distance
 * Cosine similarity
 * Jaccard index
 * Tf*idf


 * Clustering
 * Hierarchical clustering
 * K-means clustering
 * Self-organizing map


 * Dimensionality reduction
 * Force-based algorithms (graph drawing)
 * Principal component analysis
 * Singular value decomposition


 * Parallel frameworks
 * MapReduce


 * Supplement material
 * Markov chain
 * Eigenvalues and eigenvectors
 * Stochastic matrix
 * Vector space