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On the Generalization Ability of Online Learning Algorithms for Pairwise Loss Functions
Generalization Ability Online Learning Algorithms Pairwise Loss Functions
2013/6/14
In this paper, we study the generalization properties of online learning based stochastic methods for supervised learning problems where the loss function is dependent on more than one training sample...
Wiley online library电子期刊
2011/12/22
浙大城市学院图书馆共建数据
约翰威立父子出版公司(John Wiley & Sons)创始于1807年,是全球第二大期刊出版商,在化学、生命科学、医学以及工程技术等领域学术文献的出版方面颇具权威性。Blackwell Publishing则是全球三大学术出版社之一,与世界各地600多个学协会组织和专业机构合作出版学术期刊。
Wiley-Blackwell数据库访问平台由Wiley InterScience变更...
Elsevier ScienceDirect OnLine (SDOL)
数学、物理、化学、天文学、医学、生命科学、商业及经济管理、计算机科学、工程技术、能源科学、环境科学、材料科学
2011/12/22
浙大城市学院图书馆共建数据
Elsevier Science 公司出版的期刊是国际公认的高水平的学术期刊,大多数都被SCI、EI所收录,属国际核心期刊。该公司近几年已经与Pergamon、North Holland、Excerpt Medica 等著名出版社合并,将其出版的1100多种期刊全部数字化,通过网络向用户提供服务。该数据库涉及数学、物理、化学、天文学、医学、生命科学、商业及经济管理、计算机科学、工程技术、能源科学、...
Efficient Online Learning via Randomized Rounding
Efficient Online Learning Randomized Rounding
2011/7/6
Most online algorithms used in machine learning today are based on variants of mirror descent or follow-the-leader.
Online Multiple Kernel Learning for Structured Prediction
Online Multiple Kernel Learning r Structured Prediction
2010/10/19
Despite the recent progress towards efficient multiple kernel learning (MKL), the structured output case remains an open research front. Current approaches involve repeatedly solving a batch learning...
Security Analysis of Online Centroid Anomaly Detection
Security Analysis Online Centroid Anomaly Detection
2010/3/11
Security issues are crucial in a number of machine learning applications, especially in
scenarios dealing with human activity rather than natural phenomena (e.g., information
ranking, spam detection...
Online Multi-task Learning with Hard Constraints
Online Multi-task Learning Hard Constraints
2010/3/18
We discuss multi-task online learning when a decision
maker has to deal simultaneously with M
tasks. The tasks are related, which is modeled
by imposing that the M–tuple of actions taken by
the de...