Apache Spark Implementation of the Distance-Based Kernel-Based Fuzzy C-Means Clustering Classifier

被引:0
|
作者
Jedrzejowicz, Joanna [1 ]
Jedrzejowicz, Piotr [2 ]
Wierzbowska, Izabela [2 ]
机构
[1] Univ Gdansk, Inst Informat, Wita Stwosza 57, PL-80952 Gdansk, Poland
[2] Gdynia Maritime Univ, Dept Informat Syst, Morska 81-87, PL-81225 Gdynia, Poland
关键词
Clustering; Classification; Fuzzy C-means;
D O I
10.1007/978-3-319-39630-9_26
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The paper presents an implementation of a classification algorithm based onKernel-based fuzzy C-means clustering. The algorithm is implemented in Apache Spark environment, and it is based on Resilient Distributed Datasets (RDDs) and RDD actions and transformations. The choice allows for parallel data manipulation.
引用
收藏
页码:317 / 324
页数:8
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