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Jure Leskovec, Stanford University - SNAP - Stanford University

Jure Leskovec, Stanford University - SNAP - Stanford University

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High-dimensional data:<br />

Locality Sensitive Hashing<br />

Dimensionality reduction<br />

Clustering<br />

The data is a graph:<br />

Link Analysis: PageRank, TrustRank, Hubs & Authorities<br />

Machine Learning:<br />

kNN, Perceptron, SVM, Decision Trees<br />

Data is infinite:<br />

Mining data streams<br />

Advertising on the Web<br />

Applications:<br />

Association Rules<br />

Recommender systems<br />

3/9/2011 <strong>Jure</strong> <strong>Leskovec</strong>, <strong>Stanford</strong> C246: Mining Massive Datasets<br />

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