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Jure Leskovec, Stanford University - SNAP - Stanford University

Jure Leskovec, Stanford University - SNAP - Stanford University

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MapReduce<br />

Association Rules<br />

Apriori algorithm<br />

Finding Similar Items<br />

Locality Sensitive Hashing<br />

Random Hyperplanes<br />

Dimensionality Reduction<br />

Singular Value Decomposition<br />

CUR method<br />

Clustering<br />

Recommender systems<br />

Collaborative filtering<br />

PageRank and TrustRank<br />

Hubs & Authorities<br />

k-Nearest Neighbors<br />

Perceptron<br />

Support Vector Machines<br />

Stochastic Gradient Descent<br />

Decision Trees<br />

Mining data streams<br />

Bloom Filters<br />

Flajolet-Martin<br />

Advertising on the Web<br />

3/9/2011 <strong>Jure</strong> <strong>Leskovec</strong>, <strong>Stanford</strong> C246: Mining Massive Datasets 43

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