Domain adaption via feature selection on explicit feature map

• المؤلفون الرئيسيون: Deng, Wan-Yu, Lendasse, Amaury, Ong, Yew-Soon, Tsang, Ivor Wai-Hung, Chen, Lin, Zheng, Qing-Hua
• مؤلفون آخرون: School of Computer Science and Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2020
• الموضوعات: Engineering::Computer science and engineering; Distribution Distance; Domain Adaption
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/140627
• المؤسسة: Nanyang Technological University

In most domain adaption approaches, all features are used for domain adaption. However, often, not every feature is beneficial for domain adaption. In such cases, incorrectly involving all features might cause the performance to degrade. In other words, to make the model trained on the source domain...