Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Non linear Prediction of Antitubercular Activity Of Oxazolines and
  Oxazoles derivatives Making Use of Compact TS-Fuzzy models Through Clustering
  with orthogonal least sqaure technique and Fuzzy identification system   The prediction of uncertain and predictive nonlinear systems is an important
and challenging problem. Fuzzy logic models are often a good choice to describe
such systems however in many cases these become complex soon. commonlly, too
less effort is put into descriptor selection and in the creation of suitable
local rules. Moreover, in common no model reduction is applied, while this may
analyze the model by removing redundant data. This paper suggests a combined
method that deal with these issues in order to create compact Takagi Sugeno
(TS) models that can be effectively used to represent complex predictive
systems. A new fuzzy clustering method is come up with for the identification
of compact TS-fuzzy models. The best relevant consequent variables of the TS
model are choosen by an orthogonal least squares technique based on the
obtained clusters.For the selection of the relevant antecedent (scheduling)
variables a new method has been developed based on Fisher's interclass
separability basis. This complete approach is demonstrated by means of the
Oxazolines and Oxazoles derivatives as antituberculosis agent for nonlinear
regression benchmark. The results are compared with results obtained by
neuro-fuzzy i.e. ANFIS algorithm and advanced fuzzyy clustering techniques i.e
FMID toolbox .

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The categories of this paper are: physics
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The categories of this paper are: supr-con
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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: eess
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The categories of this paper are: bayes-an
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The categories of this paper are: ao-sci
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The categories of this paper are: atom-ph
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The categories of this paper are: astro-ph
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The categories of this paper are: hep-ex
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The categories of this paper are: math-ph
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The categories of this paper are: plasm-ph
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The categories of this paper are: hep-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: q-alg
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The categories of this paper are: nlin