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Mining streaming data and networks
Published on Jan 31, 20171231 Views
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Chapter list
Data Stream Mining00:00
Learning from Data Streams00:04
Data Streams00:56
Data Stream Computational Model02:12
Powerful Ideas - 102:50
Powerful Ideas - 204:09
Cluster Feature Vector04:17
Micro clusters - 105:40
Micro clusters - 206:07
CluStream06:53
CluStream: Online Phase09:51
Any Time Stream Clustering10:53
Pyramidal Time Frame12:04
Analysis12:45
Bibliography: Cluster data streams12:59
Adaptive Learning Algorithms - 113:04
Adaptive Learning Algorithms - 213:05
Decision Trees and Rules14:41
Learning Decision Trees15:26
Very Fast Decision Trees17:39
Very Fast Decision Trees: Main Algorithm18:46
VFDT20:22
Hoeffding Algorithms21:00
Rules21:46
Adaptive Model Rules22:57
AMRules Induction24:01
MT AMRules: subsets of related outputs24:52
Hoeffding Algorithms: Analysis26:05
Bibliography on Predictive Learning27:55
TC fail - TC warn27:59
Change Detection in Predictive Learning28:03
Dynamic Window29:26
Awareness - Time30:57
Definition31:40
One-Class Classification32:26
Autoassociator Networks - 133:54
Autoassociator Networks - 234:36
Novelty detection35:19
Novelty Detection Systems36:24
Minas algorithm36:36
Minas37:17
Evaluation - 138:18
Evaluation - 239:39
Novelty Detection Bibliography40:50
Outline44:43
Social Networks as Dynamic Structures44:59
Event-based Dynamic Community Mining - 145:38
Event-based Dynamic Community Mining - 246:15
Event-based Dynamic Community Mining - 348:24
Telco Data49:28
Graph streams52:07
Sampling methods and Algorithms53:15
Space Saving Algorithm55:43
Reservoir Sampling58:29
Biased Random Sampling58:46
BRS59:57
RS01:00:49
SSE01:00:59
Conclusions01:01:07
Community Detection01:01:39
The Louvain Algorithm01:02:26
Modularity function01:03:22
Algorithm steps01:03:55
Limitations when adding new edges01:05:56
Types of edges that may change the network01:06:17
Cross Community Edge01:07:24
Low Level / Upper Level Network - 101:07:31
Low Level / Upper Level Network - 201:07:41
Outline - 201:07:42
Lessons Learned01:07:44
Reasoning about the Learning Process01:07:54