Using multi-objective classification to model communities of soil microarthropods

نویسندگان

  • Damjan Demšar
  • Sašo Džeroski
  • Thomas Larsen
  • Jan Struyf
  • Jørgen Axelsen
  • Marianne Bruus Pedersen
  • Paul Henning Krogh
چکیده

In agricultural soil, a suite of anthropogenic events shape the ecosystem processes and populations. However, the impact from anthropogenic sources on the soil environment is almost exclusively assessed for chemicals, although other factors like crop and tillage practices have an important impact as well. Thus, the farming system as a whole should be evaluated and ranked according to its environmental benefits and impacts. Our starting point is a data set describing agricultural events and soil biological parameters. Using machine learning methods for inducing regression and model trees, we produce empirical models able to predict the soil quality from agricultural measures in terms of quantities describing the soil microarthropod community. We are also interested in discovering additional higher level knowledge. In particular, we have identified the most important f a t ©

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تاریخ انتشار 2005