Course Orientation-Orientation
Course Introduction
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Syllabus
About the Discussion Forums
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Module 1-Lesson 1: Pattern Discovery Basic Concepts
Lesson 1 Overview
1.1. What Is Pattern Discovery? Why Is It Important?
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1.2. Frequent Patterns and Association Rules
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1.3. Compressed Representation: Closed Patterns and Max-Patterns
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Module 1-Lesson 2: Efficient Pattern Mining Methods
Lesson 2 Overview
2.1. The Downward Closure Property of Frequent Patterns
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2.2. The Apriori Algorithm
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2.3. Extensions or Improvements of Apriori
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2.4. Mining Frequent Patterns by Exploring Vertical Data Format
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2.5. FPGrowth: A Pattern Growth Approach
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2.6. Mining Closed Patterns
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Module 2-Lesson 3: Pattern Evaluation
Lesson 3 Overview
3.1. Limitation of the Support-Confidence Framework
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3.2. Interestingness Measures: Lift and χ2
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3.3. Null Invariance Measures
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3.4. Comparison of Null-Invariant Measures
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Module 2-Lesson 4: Mining Diverse Frequent Patterns
Lesson 4 Overview
4.1. Mining Multi-Level Associations
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4.2. Mining Multi-Dimensional Associations
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4.3. Mining Quantitative Associations
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4.4. Mining Negative Correlations
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4.5. Mining Compressed Patterns
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Module 3-Lesson 5: Sequential Pattern Mining
Lesson 5 Overview
5.1. Sequential Pattern and Sequential Pattern Mining
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5.2. GSP: Apriori-Based Sequential Pattern Mining
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5.3. SPADE—Sequential Pattern Mining in Vertical Data Format
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5.4. PrefixSpan—Sequential Pattern Mining by Pattern-Growth
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5.5. CloSpan—Mining Closed Sequential Patterns
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Module 3-Lesson 6: Pattern Mining Applications: Mining Spatiotemporal and Trajectory Patterns
Lesson 6 Overview
6.1. Mining Spatial Associations
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6.2. Mining Spatial Colocation Patterns
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6.3. Mining and Aggregating Patterns over Multiple Trajectories
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6.4. Mining Semantics-Rich Movement Patterns
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6.5. Mining Periodic Movement Patterns
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Week 4-Lesson 7: Pattern Mining Applications: Mining Quality Phrases from Text Data
Lesson 7 Overview
7.1. From Frequent Pattern Mining to Phrase Mining
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7.2. Previous Phrase Mining Methods
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7.3. ToPMine: Phrase Mining without Training Data
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7.4. SegPhrase: Phrase Mining with Tiny Training Sets
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Week 4-Lesson 8: Advanced Topics on Pattern Discovery
Lesson 8 Overview
8.1. Frequent Pattern Mining in Data Streams
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8.2. Pattern Discovery for Software Bug Mining
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8.3. Pattern Discovery for Image Analysis
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8.4. Advanced Topics on Pattern Discovery: Pattern Mining and Society—Privacy Issue
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8.5. Advanced Topics on Pattern Discovery: Looking Forward
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