Improved Classification for a Data Fusing Kohonen Self Organizing Map Using A Dynamic Thresholding Technique

Taylor, Odin; MacIntyre, John; Tait, John

Improved Classification for a Data Fusing Kohonen Self Organizing Map Using A Dynamic Thresholding Technique

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Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence. Machine Learning. Pages 828-831.

Abstract

The use of linear data fusion is a fast developing area in the field of military information and combat systems. However, the use of data fusion in conventional application areas is not as wide spread. To date linear data fusion has been used only in applications in which substantial knowledge of both the problem domain and the sensor devices in use are available. However, in applications such as condition monitoring the problem domain can be very complex, with little or no knowledge about the interactions between measured parameters. This paper describes the use of non-linear self-learning or self-organising systems as a tool for data fusion, since these systems can learn complex interrelationships between a number of parameters, and use this information as a tool for improved classification.

Odin Taylor, John MacIntyre, and John Tait. 1999. Improved Classification for a Data Fusing Kohonen Self Organizing Map Using A Dynamic Thresholding Technique. In Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, IJCAI-99. IJCAI, 828–831. https://ijcai.org/proceedings/1999/118

@inproceedings{ijcai1999p118,
  title     = {Improved Classification for a Data Fusing Kohonen Self Organizing Map Using A Dynamic Thresholding Technique},
  author    = {Taylor, Odin and MacIntyre, John and Tait, John},
  booktitle = {Proceedings of the Sixteenth International Joint Conference on
               Artificial Intelligence, {IJCAI-99}},
  publisher = {International Joint Conferences on Artificial Intelligence},
  editor    = {Thomas Dean},
  pages     = {828--831},
  year      = {1999},
  note      = {Machine Learning},
  url       = {https://ijcai.org/proceedings/1999/118},
}

TY  - CPAPER
TI  - Improved Classification for a Data Fusing Kohonen Self Organizing Map Using A Dynamic Thresholding Technique
AU  - Taylor, Odin
AU  - MacIntyre, John
AU  - Tait, John
T2  - Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence, IJCAI-99
PB  - International Joint Conferences on Artificial Intelligence
PY  - 1999
SP  - 828
EP  - 831
UR  - https://ijcai.org/proceedings/1999/118
ER  -