Computational Data Mining

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Computational Data Mining Part 1: Course Introduction Instructor: Zahra Narimani Department of Computer Science and Information Technology, Institute for Advanced Studies in Basic Sciences, Zanjan, Iran

Transcript of Computational Data Mining

Page 1: Computational Data Mining

Computational

Data Mining

Part 1: Course Introduction

Instructor: Zahra Narimani

Department of Computer Science and Information Technology,Institute for Advanced Studies in Basic Sciences, Zanjan, Iran

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Reference Book

Main reference:

Elden, L., Matrix Methods in Data Mining and Pattern Recognition, SIAM, 2007

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Grading policy

Homework ~ 4

Project ~ 6-7

Midterm and Final Exam ~ 9-10

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Data mining and pattern recognition

* The science of extracting useful information from large data sets

* The act of taking in raw data and making an action based on the ‘category’ of the pattern

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Vectors and matrices

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Matrix as linear transformation

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System of linear equations

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System of linear equations

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Normal distribution

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Optimization problem: find parameters of a distribution

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Search the space to find optimal solution

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Any Question?


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