| Presentation | 2015-03-06 An Efficient Incremental-Decremental Data Filtering Method for Stream Learning Kota MATSUI, Saori KURUMI, Ichiro TAKEUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper, we propose an efficient data filtering method for learning problems with streaming data. Our problem setup contains two major features. First one is the finite-buffer setting, that is, data set which constructs a classifier is restricted to have a finite size. In this case, we have to consider both how to add a new data point to the current data set, and how to exclude a data point from that. We especially consider the former, that is, data addition. Second, we also consider the outlier filtering. It is important to discard outlier from the training data set for guaranteeing quality of the classifier. We use the validation error as a filter criterion and show that our proposal can efficiently (from the viewpoint of both) update the training data set. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | stream learning / data filtering / finite-buffer / stream aware criterion / ball test |
| Paper # | IBISML2014-94 |
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| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2015/2/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Information-Based Induction Sciences and Machine Learning (IBISML) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | An Efficient Incremental-Decremental Data Filtering Method for Stream Learning |
| Sub Title (in English) | |
| Keyword(1) | stream learning |
| Keyword(2) | data filtering |
| Keyword(3) | finite-buffer |
| Keyword(4) | stream aware criterion |
| Keyword(5) | ball test |
| 1st Author's Name | Kota MATSUI |
| 1st Author's Affiliation | Nagoya Institute of Technology() |
| 2nd Author's Name | Saori KURUMI |
| 2nd Author's Affiliation | Nagoya Institute of Technology |
| 3rd Author's Name | Ichiro TAKEUCHI |
| 3rd Author's Affiliation | Nagoya Institute of Technology |
| Date | 2015-03-06 |
| Paper # | IBISML2014-94 |
| Volume (vol) | vol.114 |
| Number (no) | 502 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |