Mode testing via higher-order density estimation |
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Authors: | Michael C Minnotte |
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Institution: | 1. Mathematics Department, University of North Dakota, Witmer Hall 313, 101 Cornell Street Stop 8376, Grand Forks, ND, 58202-8376, USA
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Abstract: | We investigate the use of fourth-order (reduced bias) variants on kernel density estimation in Silverman’s (J Roy Stat Soc
B 43:97–99, 1981) critical bandwidth test of multimodality. Simulations suggest that variable-bandwidth estimates in the style
of Abramson (Ann Stat 10:1217–1223, 1982) appear to be especially favorable to mode testing. Conversely, the use of fourth-order
kernels leads to extremely poor properties and should be strongly discouraged. |
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