PROJECT TITLE :

The Generalization Ability of Online Algorithms for Dependent Data - 2013

ABSTRACT:

We study the generalization performance of online learning algorithms trained on samples coming from a dependent source of data. We show that the generalization error of any stable online algorithm concentrates around its regret-an easily computable statistic of the online performance of the algorithm-when the underlying ergodic process is β- or φ -mixing. We show high-probability error bounds assuming the loss function is convex, and we also establish sharp convergence rates and deviation bounds for strongly convex losses and several linear prediction problems such as linear and logistic regression, least-squares SVM, and boosting on dependent data. In addition, our results have straightforward applications to stochastic optimization with dependent data, and our analysis requires only martingale convergence arguments; we need not rely on more powerful statistical tools such as empirical process theory.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : LibRoad: Rapid, Online, and Accurate Detection of TPLs on Android ABSTRACT: The detection of third-party libraries, also known as TPLs, is an extremely important part of Android malware analysis. The signature-based
PROJECT TITLE : Millimeter-Wave Mobile Sensing and Environment Mapping Models, Algorithms and Validation ABSTRACT: One relevant research paradigm, particularly at mm-wave and sub-THz bands, is to integrate efficient connectivity,
PROJECT TITLE : Sharing Matters for Generalization in Deep Metric Learning ABSTRACT: The foundation for a wide variety of vision tasks is the acquisition of an understanding of the similarities between different images. The dominant
PROJECT TITLE :Generalization of the Dark Channel Prior for Single Image Restoration - 2018ABSTRACT:Pictures degraded by lightweight scattering and absorption, such as hazy, sandstorm, and underwater pictures, often suffer color
PROJECT TITLE :Real-Time Trajectory Planning for Autonomous Urban Driving: Framework, Algorithms, and VerificationsABSTRACT:This paper focuses on the real-time trajectory planning downside for autonomous vehicles driving in realistic

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry