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Tracking Concept Change with Incremental Boosting by Minimization of the Evolving Exponential Loss

Published on Nov 30, 20113333 Views

Fault localization, i.e., identifying erroneous lines of code in a buggy program, is a tedious process, which often requires considerable manual effort and is costly. Recent years have seen much progr

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Chapter list

Tracking Concept Change with Incremental Boosting by Minimization of the Evolving Exponential Loss00:00
Outline00:05
Model Reuse00:32
AdaBoost01:15
AdaBoost (Two Class Case) - 102:06
AdaBoost (Two Class Case) - 202:43
AdaBoost (Two Class Case) - 303:29
AdaBoost (Derived)03:48
Proposed Method (IBoost) - 104:47
Proposed Method (IBoost) - 205:15
Proposed Method (IBoost) - 305:58
Proposed Method (IBoost) - 406:05
Proposed Method (IBoost) - 506:16
Proposed Method (IBoost) - 607:06
Proposed Method (IBoost) - 707:44
Proposed Method (IBoost) - 808:01
Proposed Method (IBoost) - 909:12
Concept Change (Drift) - 110:58
Concept Change (Drift) - 211:25
Concept Change (Drift) - 311:40
IBoost Variant for Concept Change - 112:02
IBoost Variant for Concept Change - 212:20
Related Work - 112:42
Related Work - 213:39
Related Work - 313:46
Data Sets13:48
Results - 114:12
Results - 215:36
Results - 315:42
Results - 416:59
Results - 517:27
Results - 618:13
Results - 718:30
Results - 818:47
Results - 918:55
Remarks19:19
Conclusion19:35
Thank You20:15