A committee machine with a set of networks composed of two single-threshold elements as committee members |
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Authors: | Ryuzo Takiyama |
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Affiliation: | Kyushu Institute of Design, 226, Shiobaru, Minami-ku, Fukuoka, 815 Japan |
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Abstract: | We propose a committee machine whose each committee member is a network of two threshold elements. This improves upon the ability of the usual committee machine. The subsidiary discriminant function in this case is a kind of piecewise linear discriminant function instead of a linear function. We show a sophisticated representation of the discriminant function realized by the proposed committee machine, and give a rational learning algorithm based on the function. We also show that the proposed committee machine, which is a kind of three-layer network of threshold elements, cannot be equivalently transformed to a two-layer network. This fact asserts that the proposed committee machine provides a family of discriminant functions which is intrinsically wider than that of the usual committee machine. |
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Keywords: | Pattern recognition Network of threshold elements Piecewise linear discriminant function Committee machine Subsidiary discriminant function Φ function Learning algorithm Two threshold elements network Three layer network |
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