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Incremental learning for large scale classification systems
- Source :
- Alexopoulos, A, Kanavos, A, Giotopoulos, K, Mohasseb, A, Bader-El-Den, M & Tsakalidis, A 2018, Incremental learning for large scale classification systems . in L Iliadis, I Maglogiannis & V Plagianakos (eds), Artificial Intelligence Applications and Innovations : AIAI 2018 IFIP WG 12.5 International Workshops, SEDSEAL, 5G-PINE, MHDW, and HEALTHIOT, Rhodes, Greece, May 25-27, 2018, Proceedings . IFIP Advances in Information and Communication Technology, vol. 520, Springer, pp. 112-122, 14th International Conference on Artificial Intelligence Applications and Innovations, Rhodes, Greece, 25/05/18 . https://doi.org/10.1007/978-3-319-92016-0_11
- Publication Year :
- 2018
- Publisher :
- Springer, 2018.
-
Abstract
- One of the main characteristics of our time is the growth of the data volumes. We collect data literally from everywhere; smart phones, smart devices, social media and the health care system, which defines a small portion of the sources of the big data. The big data growth poses two main difficulties, storing and processing them. For the former, there are certain new technologies that enable us to store large amounts of data in a fast and reliable way. For the latter, new application frameworks have been developed. In this paper, we perform classification analysis using Apache Spark in one real dataset. The classification algorithms that we have used are multiclass, and we are going to examine the effect of the dataset size and input features on the classification results.
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Alexopoulos, A, Kanavos, A, Giotopoulos, K, Mohasseb, A, Bader-El-Den, M & Tsakalidis, A 2018, Incremental learning for large scale classification systems . in L Iliadis, I Maglogiannis & V Plagianakos (eds), Artificial Intelligence Applications and Innovations : AIAI 2018 IFIP WG 12.5 International Workshops, SEDSEAL, 5G-PINE, MHDW, and HEALTHIOT, Rhodes, Greece, May 25-27, 2018, Proceedings . IFIP Advances in Information and Communication Technology, vol. 520, Springer, pp. 112-122, 14th International Conference on Artificial Intelligence Applications and Innovations, Rhodes, Greece, 25/05/18 . https://doi.org/10.1007/978-3-319-92016-0_11
- Accession number :
- edsair.od......3461..360cb03b53f781e0863bbfe07c04bab8