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Temporal Skeletonization on Sequential Data: Patterns, Categorization, and Visualization
Published on Oct 07, 20142832 Views
Sequential pattern analysis targets on finding statistically relevant temporal structures where the values are delivered in a sequence. With the growing complexity of real-world dynamic scenarios, mor
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Chapter list
Temporal Skeletonization on Sequential Data00:00
Sequential Pattern Analysis00:31
Business-to-Business Purchase Pattern Analysis01:18
Motivation: Curse of Cardinality02:39
Existing Approaches03:49
Our Approach: Temporal Skeletonization04:56
Graph Model for Temporal Skeletonizaion I05:37
Graph Model for Temporal Skeletonizaion II06:08
Embedding and Visualization06:57
Post-Temporal-Smoothing07:59
Applications09:06
Data10:12
Baselines I11:00
Baselines II12:01
Our Results12:42
Data Description12:55
Embedding Results and Buying Stages13:13
Sequential Patterns in B2B customer event data13:58
Critical Buying Paths14:15
Comparison with baselines15:15
Temporal skeletonization15:42
Thank you!16:20