Enhancing recursive supervised learning using clustering and combinatorial optimization (RSL-CC)

• Main Authors: RAMANATHAN, Kiruthika, GUAN, Sheng Uei
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2008
• 主題: Artificial Intelligence and Robotics; Databases and Information Systems
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/7394; https://ink.library.smu.edu.sg/context/sis_research/article/8397/viewcontent/978_3_540_75396_4.pdf

The use of a team of weak learners to learn a dataset has been shown better than the use of one single strong learner. In fact, the idea is so successful that boosting, an algorithm combining several weak learners for supervised learning, has been considered to be one of the best off-the-shelf class...