Participant Support for attendants to the program Mathematics of Machine Learning (Barcelona)

为参加机器学习数学课程（巴塞罗那）的参与者提供支持

• 批准号: 1342739
• 负责人: Alexander Rakhlin
• 金额: $ 3.2万
• 依托单位: University of Pennsylvania
• 依托单位国家: 美国
• 项目类别: Standard Grant
• 财政年份: 2013
• 资助国家: 美国
• 起止时间: 2013-09-01 至 2014-08-31
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=1342739&HistoricalAwards=false
• 关键词: Participant; Support; attendants; program; Mathematics

The research program ``Mathematics of Machine Learning'', hosted by the Centre de Recerca Matematica (Barcelona, Spain), will take place from April 7th to July 14th, 2014. The aim of the program is to bring together leading researchers from the fields of Statistics, Optimization, and Computer Science. The dialogue between these fields has been crucial to the understanding of modern machine learning problems. The research program will focus on several aspects of theoretical machine learning, including the interplay of computation and statistics, connections between learning and optimization, as well as the theory of sequential prediction methods. Over the course of fourteen weeks, the investigators will organize three thematic 3-day workshops, one large 5-day workshop on learning theory, as well as many short and long-term visits. The program will also be co-located with the conference Journees de Statistique and the Conference on Learning Theory.Machine learning approaches to dealing with large scale data ultimately rely on our understanding of computational and statistical demands. By attracting the leading experts in the respective fields, the program organizers are aiming to focus on the theoretical issues of modern machine learning problems. As machine learning methods form an essential part of many computerized systems, the research is likely to have a positive impact on technology and society through the development of faster algorithms with better performance. The program naturally integrates research and education. The short and long-term visitors will be given a unique opportunity to conduct cutting-edge research, while the thematic workshops during this period will provide a forum for learning and the exchange of ideas with the broader audience. In particular, student participation will be crucial to fostering the next generation of researchers that study both computational and statistical aspects of learning. Conference web page is located at http://stat.wharton.upenn.edu/~rakhlin/crm/

由 Center de Recerca Matematica（西班牙巴塞罗那）主办的“机器学习数学”研究项目将于 2014 年 4 月 7 日至 7 月 14 日举行。该项目的目的是汇集来自各个领域的顶尖研究人员。统计、优化和计算机科学领域。这些领域之间的对话对于理解现代机器学习问题至关重要。该研究计划将重点关注理论机器学习的几个方面，包括计算和统计的相互作用、学习和优化之间的联系以及顺序预测方法的理论。在十四周的时间里，研究人员将组织三场为期 3 天的专题研讨会、一场为期 5 天的学习理论大型研讨会，以及许多短期和长期访问。该计划还将与 Journees de Statistique 会议和学习理论会议同期举行。处理大规模数据的机器学习方法最终依赖于我们对计算和统计需求的理解。通过吸引各自领域的顶尖专家，项目组织者旨在关注现代机器学习问题的理论问题。由于机器学习方法是许多计算机化系统的重要组成部分，因此该研究可能通过开发更快、性能更好的算法对技术和社会产生积极影响。该计划自然地将研究和教育融为一体。短期和长期参观者将获得进行前沿研究的独特机会，而在此期间的主题研讨会将为更广泛的观众提供学习和交流思想的论坛。特别是，学生的参与对于培养下一代研究学习的计算和统计方面的研究人员至关重要。会议网页位于http://stat.wharton.upenn.edu/~rakhlin/crm/