Neural Nets: Applications in Geography (GeoJournal Library) by B. Hewitson,R.G. Crane PDF

By B. Hewitson,R.G. Crane

ISBN-10: 0792327462

ISBN-13: 9780792327462

ISBN-10: 9401044902

ISBN-13: 9789401044905

Neural nets provide a desirable new method for spatial research, and their software holds huge, immense power for the geographic sciences. besides the fact that, the variety of stories that experience applied those options is proscribed. This loss of curiosity could be attributed, partially, to loss of publicity, to using large and infrequently complicated jargon, and to the misapprehension that, with no an underlying statistical version, the explanatory strength of the neural internet is especially low. Neural Nets: purposes for Geography assaults all 3 matters; the textual content demonstrates a wide selection of neural internet purposes in geography in an easy demeanour, with minimum jargon.
the quantity provides an creation to neural nets that describes a few of the elemental suggestions, in addition to supplying a extra mathematical treatise for these wishing additional info on neural web structure. the majority of the textual content, although, is dedicated to descriptions of neural internet functions in such broad-ranging fields as census research, predicting the unfold of AIDS, describing synoptic controls on mountain blizzard, interpreting the relationships among atmospheric movement and tropical rainfall, and the distant sensing of polar cloud and sea ice features.
The textual content illustrates neural nets hired in modes analogous to a number of regression research, cluster research, and greatest probability type. not just are the neural nets proven to be equivalent or enhanced to those extra traditional equipment, fairly the place the relationships have a robust nonlinear part, yet also they are proven to comprise major explanatory energy. numerous chapters reveal that the nets themselves will be decomposed to light up causative linkages among assorted occasions in either the actual and human environments.

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Neural Nets: Applications in Geography (GeoJournal Library) by B. Hewitson,R.G. Crane


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