| Title:
|
Combining adaptive vector quantization and prototype selection techniques to improve nearest neighbour classifiers (English) |
| Author:
|
Ferri, Francesc J. |
| Language:
|
English |
| Journal:
|
Kybernetika |
| ISSN:
|
0023-5954 |
| Volume:
|
34 |
| Issue:
|
4 |
| Year:
|
1998 |
| Pages:
|
[405]-410 |
| Summary lang:
|
English |
| . |
| Category:
|
math |
| . |
| Summary:
|
Prototype Selection (PS) techniques have traditionally been applied prior to Nearest Neighbour (NN) classification rules both to improve its accuracy (editing) and to alleviate its computational burden (condensing). Methods based on selecting/discarding prototypes and methods based on adapting prototypes have been separately introduced to deal with this problem. Different approaches to this problem are considered in this paper and their main advantages and drawbacks are pointed out along with some suggestions for their joint application in some cases. (English) |
| Keyword:
|
nearest neighbour classification |
| Keyword:
|
prototype selection |
| MSC:
|
62H30 |
| MSC:
|
68P30 |
| MSC:
|
68T10 |
| MSC:
|
68U10 |
| idZBL:
|
Zbl 1274.68382 |
| . |
| Date available:
|
2009-09-24T19:18:01Z |
| Last updated:
|
2015-03-28 |
| Stable URL:
|
http://hdl.handle.net/10338.dmlcz/135223 |
| . |
| Reference:
|
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| Reference:
|
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| Reference:
|
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| Reference:
|
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| Reference:
|
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| Reference:
|
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| Reference:
|
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| Reference:
|
[9] Kraaijveld M. A., Duin R. P. W.: On backpropagation learning of edited data sets.In: Proc. of the Int. Neural Network Conf., 1990, pp. 741–744 |
| Reference:
|
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| Reference:
|
[11] Wilson D. L.: Asymptotic properties of nearest neighbor rules using edited data.IEEE Trans. Systems Man Cybernet. 2 (1972), 3, 408–421 Zbl 0276.62060, MR 0329139, 10.1109/TSMC.1972.4309137 |
| . |
