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Mining of Massive Datasets Anand Rajaraman Kosmix, Inc. Jeffrey D. Ullman Stanford Univ. Copyright c 2010, 2011 Anand Rajaraman and Jeffrey D. Ullman ii Preface This book…

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1. Real-time Data De-duplication using Locality-sensitive Hashing powered by Storm and Riak ! Dr. Stefan Schadwinkel @ Berlin Buzzwords 2014 2. Dr. Stefan Schadwinkel Co-Founder…

Documents Oliver Schulte Machine Learning 726 Nonparametric Methods: Nearest Neighbors.

Slide 1Oliver Schulte Machine Learning 726 Nonparametric Methods: Nearest Neighbors Slide 2 2/57 Instance-based Methods Model-based methods: 1. estimate a fixed set of model…

Education Sketching, Sampling, and other Sublinear Algorithms 1 (Lecture by Alex Andoni)

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Data & Analytics 3 - Finding similar items

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Documents Pairwise Sequence Alignment BMI/CS 576 Colin Dewey [email protected] Fall 2010.

Slide 1Pairwise Sequence Alignment BMI/CS 576 www.biostat.wisc.edu/bmi576 Colin Dewey [email protected] Fall 2010 Slide 2 Overview What does it mean to align sequences?…

Documents 1 CS345A: Data Mining on the Web Course Introduction Issues in Data Mining Bonferroni’s Principle.

Slide 1 1 CS345A: Data Mining on the Web Course Introduction Issues in Data Mining Bonferroni’s Principle Slide 2 2 Course Staff uInstructors: wAnand Rajaraman wJeff Ullman…

Documents 1 Finding Similar Pairs Divide-Compute-Merge Locality-Sensitive Hashing Applications.

Slide 1 1 Finding Similar Pairs Divide-Compute-Merge Locality-Sensitive Hashing Applications Slide 2 2 Finding Similar Pairs uSuppose we have in main memory data representing…

Documents Large-scale Classification and Regression Shannon Quinn (with thanks to J. Leskovec, A. Rajaraman,.....

Slide 1 Large-scale Classification and Regression Shannon Quinn (with thanks to J. Leskovec, A. Rajaraman, J. Ullman: Mining of Massive Datasets, http://www.mmds.org) Slide…

Documents AUTOMATIC ANNOTATION OF GEO-INFORMATION IN PANORAMIC STREET VIEW BY IMAGE RETRIEVAL Ming Chen,...

Integrated Videos and Maps for Driving Direction AUTOMATIC ANNOTATION OF GEO-INFORMATION IN PANORAMIC STREET VIEW BY IMAGE RETRIEVAL Ming Chen, Yueting Zhuang, Fei Wu College…