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Feature Transformation By Function Decomposition
Oleh:
Zupan, B.
;
Bohanec, M.
;
Demsar, J.
;
Bratko, I.
Jenis:
Article from Bulletin/Magazine
Dalam koleksi:
IEEE Intelligent Systems vol. 13 no. 2 (1998)
,
page 38-43.
Topik:
transformation
;
feature information
;
function decomposition
Ketersediaan
Perpustakaan Pusat (Semanggi)
Nomor Panggil:
II60.4A
Non-tandon:
1 (dapat dipinjam: 0)
Tandon:
tidak ada
Lihat Detail Induk
Isi artikel
The function decomposition described can identify subsets of existing features and discover nongiven functions that map these subsets to a new feature, also, it can organize the existing and new features into a hierarchy. The authors demonstrate their Hierarchy Induction Tool (HINT) system on a housing loan - allocation application. Methods for switching circuit design often implicitly deal with feature transformation. Such methods construct a circuit to implement a given or partially given tabulated Boolean function. The authors' function - decomposition method can discover and construct a hierarchy of new features that one can add to the original dataset or transform into a hierarchy of less complex datasets. The method allows the decomposition to deal with nominal - feature (that is, not necessarily binary) functions.
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