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DOI | 10.3233/978-1-61499-900-3-883 |
OASIS: An Active Framework for Set Inversion | |
Nguyen, Binh T.1,4; Nguyen, Duy M.1; Ho, Lam Si Tung2; Vu Dinh3 | |
通讯作者 | Nguyen, Binh T. |
会议名称 | 17th International Conference on New Trends in Intelligent Software Methodology Tools, and Techniques (SoMeT) |
会议日期 | SEP 26-28, 2018 |
会议地点 | Granada, SPAIN |
英文摘要 | 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. |
英文关键词 | set-inversion active learning SVM Lotka-Volterra model |
来源出版物 | NEW TRENDS IN INTELLIGENT SOFTWARE METHODOLOGIES, TOOLS AND TECHNIQUES (SOMET_18) |
ISSN | 0922-6389 |
EISSN | 1879-8314 |
出版年 | 2018 |
卷号 | 303 |
页码 | 883-895 |
ISBN | 978-1-61499-899-0 |
EISBN | 978-1-61499-900-3 |
出版者 | IOS PRESS |
类型 | Proceedings Paper |
语种 | 英语 |
国家 | Vietnam;Canada;USA |
收录类别 | CPCI-S |
WOS记录号 | WOS:000467457200069 |
WOS关键词 | MODELS |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Software Engineering |
WOS研究方向 | Computer Science |
资源类型 | 会议论文 |
条目标识符 | http://119.78.100.177/qdio/handle/2XILL650/307116 |
作者单位 | 1.Univ Sci, Ho Chi Minh City, Vietnam; 2.Dalhousie Univ, Halifax, NS, Canada; 3.Univ Delaware, Newark, DE 19716 USA; 4.Inspectorio Res Lab, Ho Chi Minh City, Vietnam |
推荐引用方式 GB/T 7714 | Nguyen, Binh T.,Nguyen, Duy M.,Ho, Lam Si Tung,et al. OASIS: An Active Framework for Set Inversion[C]:IOS PRESS,2018:883-895. |
条目包含的文件 | 条目无相关文件。 |
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