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Data-Driven Constructive Induction
Oleh:
Bloedorn, E.
;
Michalsi, R. S.
Jenis:
Article from Bulletin/Magazine
Dalam koleksi:
IEEE Intelligent Systems vol. 13 no. 2 (1998)
,
page 30-37.
Topik:
induction
;
data - drive
;
induction
Ketersediaan
Perpustakaan Pusat (Semanggi)
Nomor Panggil:
II60.4A
Non-tandon:
1 (dapat dipinjam: 0)
Tandon:
tidak ada
Lihat Detail Induk
Isi artikel
An inductive learning program's ability to find an accurate hypothesis can depend on the quality of the representation space. The authors have developed a data - driven constructive - induction method that uses multiple operators to improve the representation space. They have applied it to two real - world problems. Constructive - induction integrates ideas and methods previously considered separate : attribute selection, construction, and abstraction. By integrating these methods into AQ17 - DCI, they were able to increase predictive accuracy by up to 29 % in their test cases.
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