User:Brunato/Books/ABIT
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Advanced Business Intelligence Techniques[edit]
From Data to Models to Insight[edit]
- 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