图 书 馆
建立数据挖掘和机器学习数据集的语义库Towards a semantic repository of data mining and machine learning datasets |
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| 课程网址: | http://videolectures.net/sikdd2018_kostovska_machine_learning_dat... |
| 主讲教师: | Ana Kostovska |
| 开课单位: | Jožef Stefan研究所知识技术部 |
| 开课时间: | 2018-11-23 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | With the exponential growth of data in all areas of our lives, there is an increasing need of developing new approaches for effective data management. Namely, in the field of Data Mining (DM) and Knowledge Discovery in Databases (KDD), scientists often invest a lot of time and resources for collec- ting data that has already been acquired. In that context, by publishing open and FAIR (Findable, Accessible, Interoperable, Reusable) data, researchers could reuse data that was previously collected, preprocessed and stored. Motivated by this, we conducted extensive review on current approaches, data repositories and semantic technologies used for annotation, storage and querying of datasets for the domain of machine learning (ML) and data mining. Finally, we identify the limitations of the existing repositories of datasets and propose a design of a semantic data repository that adheres to FAIR principles for data management and stewardship. |
| 关 键 词: | 数据呈指数级增长; 数据库中的知识发现; 开发有效数据管理; 数据仓库和语义技术 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2022-12-28：cyh |
| 最后编审: | 2023-05-15：cyh |
| 阅读次数: | 14 |