Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Concise Fuzzy System Modeling Integrating Soft Subspace Clustering and
  Sparse Learning   The superior interpretability and uncertainty modeling ability of
Takagi-Sugeno-Kang fuzzy system (TSK FS) make it possible to describe complex
nonlinear systems intuitively and efficiently. However, classical TSK FS
usually adopts the whole feature space of the data for model construction,
which can result in lengthy rules for high-dimensional data and lead to
degeneration in interpretability. Furthermore, for highly nonlinear modeling
task, it is usually necessary to use a large number of rules which further
weakens the clarity and interpretability of TSK FS. To address these issues, a
concise zero-order TSK FS construction method, called ESSC-SL-CTSK-FS, is
proposed in this paper by integrating the techniques of enhanced soft subspace
clustering (ESSC) and sparse learning (SL). In this method, ESSC is used to
generate the antecedents and various sparse subspace for different fuzzy rules,
whereas SL is used to optimize the consequent parameters of the fuzzy rules,
based on which the number of fuzzy rules can be effectively reduced. Finally,
the proposed ESSC-SL-CTSK-FS method is used to construct con-cise zero-order
TSK FS that can explain the scenes in high-dimensional data modeling more
clearly and easily. Experiments are conducted on various real-world datasets to
confirm the advantages.

15
The categories of this paper are: nucl-ex
37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph
33
The categories of this paper are: plasm-ph
32
The categories of this paper are: atom-ph
36
The categories of this paper are: cmp-lg
35
The categories of this paper are: mtrl-th
19
The categories of this paper are: eess
22
The categories of this paper are: chao-dyn
27
The categories of this paper are: comp-gas
18
The categories of this paper are: econ
31
The categories of this paper are: ao-sci
24
The categories of this paper are: dg-ga
5
The categories of this paper are: gr-qc
25
The categories of this paper are: patt-sol
3
The categories of this paper are: physics