Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Dew Point modelling using GEP based multi objective optimization   Different techniques are used to model the relationship between temperatures,
dew point and relative humidity. Gene expression programming is capable of
modelling complex realities with great accuracy, allowing at the same time, the
extraction of knowledge from the evolved models compared to other learning
algorithms. We aim to use Gene Expression Programming for modelling of dew
point. Generally, accuracy of the model is the only objective used by selection
mechanism of GEP. This will evolve large size models with low training error.
To avoid this situation, use of multiple objectives, like accuracy and size of
the model are preferred by Genetic Programming practitioners. Solution to a
multi-objective problem is a set of solutions which satisfies the objectives
given by decision maker. Multi objective based GEP will be used to evolve
simple models. Various algorithms widely used for multi objective optimization,
like NSGA II and SPEA 2, are tested on different test problems. The results
obtained thereafter gives idea that SPEA 2 is better than NSGA II based on the
features like execution time, number of solutions obtained and convergence
rate. We selected SPEA 2 for dew point prediction. The multi-objective base GEP
produces accurate and simpler (smaller) solutions compared to solutions
produced by plain GEP for dew point predictions. Thus multi objective base GEP
produces better solutions by considering the dual objectives of fitness and
size of the solution. These simple models can be used to predict future values
of dew point.

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The categories of this paper are: astro-ph
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The categories of this paper are: hep-lat
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The categories of this paper are: patt-sol
36
The categories of this paper are: cmp-lg
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The categories of this paper are: chao-dyn
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The categories of this paper are: funct-an
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The categories of this paper are: mtrl-th
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The categories of this paper are: nucl-ex
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The categories of this paper are: q-bio
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The categories of this paper are: nlin
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The categories of this paper are: q-fin
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The categories of this paper are: chem-ph
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The categories of this paper are: ao-sci
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The categories of this paper are: alg-geom
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The categories of this paper are: stat
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The categories of this paper are: eess