Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: OASIS: An Active Framework for Set Inversion   In this work, we introduce a novel method for solving the set inversion
problem by formulating it as a binary classification problem. Aiming to develop
a fast algorithm that can work effectively with high-dimensional and
computationally expensive nonlinear models, we focus on active learning, a
family of new and powerful techniques which can achieve the same level of
accuracy with fewer data points compared to traditional learning methods.
Specifically, we propose OASIS, an active learning framework using Support
Vector Machine algorithms for solving the problem of set inversion. Our method
works well in high dimensions and its computational cost is relatively robust
to the increase of dimension. We illustrate the performance of OASIS by several
simulation studies and show that our algorithm outperforms VISIA, the
state-of-the-art method.

9
The categories of this paper are: nlin
34
The categories of this paper are: chem-ph
10
The categories of this paper are: q-bio
23
The categories of this paper are: solv-int
36
The categories of this paper are: cmp-lg
13
The categories of this paper are: quant-ph
4
The categories of this paper are: cond-mat
20
The categories of this paper are: acc-phys
25
The categories of this paper are: patt-sol
12
The categories of this paper are: nucl-th
19
The categories of this paper are: eess
6
The categories of this paper are: astro-ph
2
The categories of this paper are: math
33
The categories of this paper are: plasm-ph
21
The categories of this paper are: adap-org
22
The categories of this paper are: chao-dyn