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A data compression scheme is defined to be smooth if its image (the codeword) depends gracefully on the source (the data). Smoothness is a desirable property in many practical contexts, and widely use...
Gossip PCA     Data  vector matrix  signal processing  machine  wireless network node       2015/8/21
Eigenvectors of data matrices play an important role in many computational problems, ranging from signal processing to machine learning and control. For instance, algorithms that compute positions of ...
In this paper we explore the relative efficiency of various data-driven sampling techniques for estimating the epipolar geometry and its global uncertainty. We explore standard fully data-driven...
Fisher linear discriminant analysis (LDA) can be sensitive to the problem data. Robust Fisher LDA can systematically alleviate the sensitivity problem by explicitly incorporating a model of data uncer...
We consider the problem of fitting given data(u1, y1),...,(um, ym) where ui ∈ Rn and yi ∈ R with a convex polynomial f. A technique to solve this problem using sum of squares polynomials is pres...
The problem of estimating underlying trends in time series data arises in a variety of disciplines. In this paper we propose a variation on Hodrick-Prescott (H-P) filtering, a widely used method for t...
This paper considers the problem of fitting regression models to historical fleet data with mixed effects, which arises in the context of statistical monitoring of data from a fleet (population) of si...
Over time, methods for the development of clinical decision support (CDS) systems have evolved from interpretable and easy-to-use scoring systems to very complex and non-interpretable mathematical mod...
We introduce a first order method for solving very large cone programs to modest accuracy. The method uses an operator splitting method, the alternating directions method of multipliers, to solve the ...
We focus on crowd-powered filtering, i.e., filtering a large set of items using humans. Filtering is one of the most commonly used building blocks in crowdsourcing applications and systems. While solu...
International tourism is a fast growing industry generating half a trillion dollars in annual revenues and accounting for almost 10% of total international trade, and almost half of total trade in s...
This paper investigates the benefits of progressive transmission of vector data, through designing and developing a hierarchical data model to compress vector data for progressive transmission over t...
在云存储环境下,如何高效、动态地完成对多用户多副本数据的完整性验证是一个挑战性问题。基于双线性代数映射的签名机制和多分支认证树特性,提出了一种新的多用户多副本数据持有性证明方案。该方案通过使用随机掩码技术对密文进行处理确保数据隐私性,采用多分支认证树来提高数据分块的签名效率,能够支持数据动态更新操作。此外,引入第三方审计者对多用户多副本数据进行批量审计以减少计算开销。最后,分析表明本方案具有较高的...
Computational methods have been widely applied to the problem of predicting regulatory elements. Many tools have been proposed. Each has taken a different approach and has been based on different unde...
Auditory human-machine interfaces are becoming ubiquitous. Interactive voice response systems, navigation systems, socially assistive robots, and smart houses are just a few examples of technologies t...

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