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Distance Metric Learning: A Comprehensive Survey

Distance Metric Learning: A Comprehensive Survey. Liu Yang Advisor: Rong Jin May 8th, 2006. Outline. Introduction Supervised Global Distance Metric Learning Supervised Local Distance Metric Learning Unsupervised Distance Metric Learning Distance Metric Learning based on SVM

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1.55k views • 51 slides

Classification

Classification. A task of induction to find patterns. Outline. Data and its format Problem of Classification Learning a classifier Different approaches Key issues. Data and its format . Data attribute-value pairs with/without class Data type continuous/discrete nominal Data format

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240 views • 23 slides

Regression

Regression. *************************************************************************** Y = Y0 + sum(Bi*deltaXi) + sum(Ci*deltaXi*deltaXi) Y -- output variable Y0 -- constant regression coefficient Bi -- linear regression coefficient for ith input

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254 views • 16 slides

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Ith input - PowerPoint PPT Presentation

Distance Metric Learning: A Comprehensive Survey

Classification

Regression