Incremental Data Drifting: Evaluation Metrics, Data Generation, and Approach Comparison
Abstract
References
Index Terms
- Incremental Data Drifting: Evaluation Metrics, Data Generation, and Approach Comparison
Recommendations
SOINN+, a Self-Organizing Incremental Neural Network for Unsupervised Learning from Noisy Data Streams
Highlights- We present a new self-organizing incremental neural network: SOINN+.
- SOINN+ is for unsupervised, continuous learning.
- SOINN+ can detect clusters in noisy, evolving data streams.
- SOINN+ mitigates catastrophic forgetting.
AbstractThe goal of continuous learning is to acquire and fine-tune knowledge incrementally without erasing already existing knowledge. How to mitigate this erasure, known as catastrophic forgetting, is a grand challenge for machine learning, ...
An approach of support approximation to discover frequent patterns from concept-drifting data streams based on concept learning
In an online data stream, the composition and distribution of the data may change over time, which is a phenomenon known as concept drift. The occurrence of concept drift can affect considerably the performance of a data stream mining method, especially ...
Tracking concept drifting with an online-optimized incremental learning framework
MIR '05: Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrievalConcept drifting is an important and challenging research issue in the field of machine learning. This paper mainly addresses the issue of semantic concept drifting in time series such as video streams over a relatively long period of time. An Online-...
Comments
Information & Contributors
Information
Published In
![cover image ACM Transactions on Intelligent Systems and Technology](/cms/asset/e1a11804-e4da-4475-a82a-3b07e26e0b86/3613644.cover.jpg)
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
- National Science and Technology Council (NSTC) of Taiwan
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 294Total Downloads
- Downloads (Last 12 months)294
- Downloads (Last 6 weeks)20
Other Metrics
Citations
View Options
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in