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Mining tensor data
Published on Jan 31, 20171635 Views
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Chapter list
Mining Tensor Data00:00
Tensor - 100:01
Tensor - 200:32
Why tensor analysis is emerging?01:11
Necessity of Tensors - 102:46
Necessity of Tensors - 204:12
Example: Supermarket Sales Data04:56
Multivariate data05:10
Tensor data05:47
Transforming data to tensor format06:33
Common tensor datasets07:24
Tensor Decomposition08:09
Tensor Decomposition Models08:58
Golden Rule10:35
Applications11:34
1. Missing value estimation - 111:59
1. Missing value estimation - 212:37
2. Correspondence Analysis13:45
3. Co-Clustering14:40
4. Outlier Detection15:15
5. Event Detection16:26
6. Anomaly Detection17:00
7. Classification - 117:38
7. Classification - 218:24
8. Temporal Link Prediction 20:10
9. Forecasting20:33
10. Item Recommendation21:39
11. Topic modeling and pattern extraction23:22
Software25:14
Quick Start!28:03
Interdisciplinary showcases29:08
1.Psychology29:28
2.Batch Processes30:30
3.Environmental Monitoring30:55
4.Video Surveillance31:33
5. Network security32:38
6. Social Networks32:55
7. Text-based Systems33:09
8.Neuroscience (EEG)33:19
9. Neuroscience (fMRI)33:41
10. Remote sensing34:16
11.Sensors34:43
12. Transportation34:52
13. Metallurgy Engineering35:01
14. Civil Structures35:10
15.Mechanical Systems35:32
16. Power systems35:44
17.Economy35:53
18. Bio-informatics35:58
19. Medical Diagnosis36:04
20. Epidemiology36:12
21. Seismology36:28
22. Climatology36:34
23. Criminology36:39
24. Face Recognition36:47
25. Image Completition36:51
Recent Trends in TD literature37:13
Questions 37:46