Laplacian group sparse modeling of human actions

Recently, many local-feature based methods have been proposed for feature learning to obtain a better high-level representation of human behavior. Most of the previous research ignores the structural information existing among local features in the same video sequences, while it is an important clue to distinguish ambiguous actions. To address this issue, we propose a Laplacian group sparse coding for human behavior representation. Unlike traditional methods such as sparse coding, our approach prefers to encode a group of relevant features simultaneously and meanwhile allow as less atoms as possible to participate in the approximation so that video-level sparsity is guaranteed. By incorporating Laplacian regularization the method is capable to ensure the similar approximation of closely related local features and the structural information is successfully preserved. Thus, a compact but discriminative human behavior representation is achieved. Besides, the objective of our model is solved with a closed-form solution, which reduces the computational cost significantly. Promising results on several popular benchmark datasets prove the efficiency and effectiveness of our approach.     

A METHOD FOR GENERATING INDEPENDENT REALIZATIONS OF A MULTIVARIATE NORMAL STATIONARY AND INVERTIBLE ARMA(p, q) PROCESS

Abstract. A method for generating finite independent realizations of a normal multivariate stationary ARMA( p, q ) process is proposed. It is based on an AR (1) representation of an ARMA( p, q ) process allowing for an exact generation of the initial values of the simulation algorithm. Input facilities are supplied in order to assure stationarity and invertibility of the considered process.     

流域规划时空数据管理关键技术研究

针对流域规划工作中存在专业模型计算数据格式众多、时空数据分离、包含时间和空间信息的多方案对比不直观等问题,对流域规划中数据管理关键技术进行了研究。利用水资源分区和行政区划组合出了"流域-子流域-计算分区"不同层次的空间尺度,运用历史年月统计数据、长时间日观测系列数据,预测计算出了从规划基准年到近、远期规划水平年间不同时间粒度的成果,按照"数据集-对象图层-要素"的组织形式存储于关系型数据库中,用以构建厄瓜多尔流域规划时空数据库,实现了多格式数据集成化管理、不同尺度时空数据的整合以及多方案成果的直观表达,增加了流域规划工作中数据多样化分析的应用方式,提升了数据分析及其应用的自动化程度,通过对时空数据变化的直观模拟,提升了对比分析的工作效率。     

Supporting the design process with hypergraph genetic operators

In this paper an evolutionary technique is proposed as a method for generating new design solutions with genotypes represented in the form of hierarchical hypergraphs. Such hypergraph-based evolutionary design requires the adaptation of traditional evolutionary operators like cross-over and mutation. This paper presents an attempt at defining modified cross-over and mutation operators that act on hierarchical hypergraphs. The application of the proposed transformations is illustrated on examples of designing floor layouts and furniture with the use of the evolutionary method.     

我国高职教育借鉴德国职业教育模式的问题与改善

德国职业教育模式在我国发展和普及已经近30年了,为我国加快发展现代职业教育提供了借鉴。简析了德国职业教育模式在中国的发展现状,并指出了在实施中遇到的问题,提出了相关的解决方法和改善办法。     

毕业生MIS系统在高职院校的研究与应用

毕业生信息管理在高校的日常管理工作中是核心工作,自动化信息化管理会给学校的日常管理工作带来很大的方便。基于江苏海事职业技术学院的实际需求,本文设计开发了毕业生信息管理系统。本系统主要分为四个部分:网站门户、就业信息管理、资料管理和毕业论文管理。系统开发采用JSP技术,使用开源My SQL数据库,系统部署在开源Web服务器Tomcat上,操作系统是Linux系统。