CSDL Home IEEE Transactions on Pattern Analysis & Machine Intelligence 1979 vol.1 Issue No.03 - March
Issue No.03 - March (1979 vol.1)
G. V. Trunk , Naval Research Laboratory, Washington, DC 20375.
In pattern recognition problems it has been noted that beyond a certain point the inclusion of additional parameters (that have been estimated) leads to higher probabilities of error. A simple problem has been formulated where the probability of error approaches zero as the dimensionality increases and all the parameters are known; on the other hand, the probability of error approaches one-half as the dimensionality increases and parameters are estimated.
G. V. Trunk, "A Problem of Dimensionality: A Simple Example", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.1, no. 3, pp. 306-307, March 1979, doi:10.1109/TPAMI.1979.4766926