Title :
Acquisition of characteristic sets of tree patterns with VLDC´s using genetic programming and edit distance
Author :
Nakai, Shohei ; Miyahara, Tetsuhiro ; Suzuki, Yuya ; Kuboyama, Tetsuji ; Uchida, Tomoyuki
Author_Institution :
Grad. Sch. of Inf. Sci., Hiroshima City Univ., Hiroshima, Japan
Abstract :
Knowledge acquisition from tree structured data is an important task in machine learning and data mining. We propose a learning method for acquiring characteristic sets of tree patterns with VLDC´s from positive and negative tree structured data by using Genetic Programming and tree edit distance. We report experimental results on applying our method to glycan data.
Keywords :
data mining; genetic algorithms; knowledge acquisition; learning (artificial intelligence); tree data structures; VLDC; characteristic sets acquisition; data mining; genetic programming; glycan data; knowledge acquisition; machine learning; negative tree structured data; positive tree structured data; tree edit distance; Genetic programming; edit distance; sets of tree patterns;
Conference_Titel :
Computational Intelligence and Applications (IWCIA), 2014 IEEE 7th International Workshop on
Conference_Location :
Hiroshima
Print_ISBN :
978-1-4799-4771-3
DOI :
10.1109/IWCIA.2014.6988088
