从《莱茵河Ⅱ》的天价解读古斯基

在2011年11月8日的佳士得拍卖会上,安德烈斯·古斯基（Andreas Gursky,1955-）创作于1999年的作品《莱茵河Ⅱ1999》,以4,338,500美元成交,成为史上最贵照片。面对大众的质疑,上海师范大学林路教授纵观国际摄影评论,在此对古斯基的创作秘诀进行了深入解读。     

技嘉超耐久重庆沙龙

技嘉超耐久玩家沙龙2012年首站来到重庆,在活动现场,玩家体验了G1.Sniper2与X79的高端平台。     

看你怎么玩 中兴Light Tab 2 WCDMA无线数据终端

中兴LightTab2到底是什么？恐怕我不应该给出一个明确的定义,在LightTab2的包装盒上写着“WCDMA无线数据终端”,具体到每一种功能的发挥,就看你的使用了。     

Extreme learning machine for regression and multiclass classification

Due to the simplicity of their implementations, least square support vector machine (LS-SVM) and proximal support vector machine (PSVM) have been widely used in binary classification applications. The conventional LS-SVM and PSVM cannot be used in regression and multiclass classification applications directly, although variants of LS-SVM and PSVM have been proposed to handle such cases. This paper shows that both LS-SVM and PSVM can be simplified further and a unified learning framework of LS-SVM, PSVM, and other regularization algorithms referred to extreme learning machine (ELM) can be built. ELM works for the "generalized" single-hidden-layer feedforward networks (SLFNs), but the hidden layer (or called feature mapping) in ELM need not be tuned. Such SLFNs include but are not limited to SVM, polynomial network, and the conventional feedforward neural networks. This paper shows the following: 1) ELM provides a unified learning platform with a widespread type of feature mappings and can be applied in regression and multiclass classification applications directly; 2) from the optimization method point of view, ELM has milder optimization constraints compared to LS-SVM and PSVM; 3) in theory, compared to ELM, LS-SVM and PSVM achieve suboptimal solutions and require higher computational complexity; and 4) in theory, ELM can approximate any target continuous function and classify any disjoint regions. As verified by the simulation results, ELM tends to have better scalability and achieve similar (for regression and binary class cases) or much better (for multiclass cases) generalization performance at much faster learning speed (up to thousands times) than traditional SVM and LS-SVM.     

旅行的笔触

朱炜是一名艺术家,这也决定了他的旅行和常人不一样。每到一个地方,他最关注的是那的博物馆有什么,最在乎的是站在艺术大家作品前和他们进行的时空交流。     

The power reflected in a SAW RAC

Considerations relating to the design of surface-acoustic-wave (SAW) reflective array pulse compressors (RACS), including the effect of array width on power reflected, the transmitted beam profile and the effect of randomized arrays, are discussed. Only a first-order analysis is used. Potential misunderstandings of these issues that could arise from the existing literature are clarified.     

2012年开源内容管理发展趋势分析

开源为企业降低了成本,提高了效率,这也正是为什么开源的盛行逐步开成气候,特别是为中小企业津津乐道。本文调查了北美最受关注和最新的主流开源内容管理系统开发商,调查结查可以显示出2012年在开源内容管理市场的趋势和商机。     

企业级基础设施十大趋势

未来五年,非结构化数据将大幅度增加,总数据量将增长800％,非结构化数据将占80％,如此大量的数据内容将会给企业级基础架构带来怎样的挑战呢？     

沃尔玛的数据游戏

在很高的层面来看,零售本身就是简单的把产品与顾客联系在一起,沃尔玛正在为做得更好而努力。     

西尔斯百货如何利用大数据制定价格策略

“我们公司正在向实时的数字化企业转变。”西尔斯百货公司首席技术官（CTO）菲尔·雪莱（PhilShelley）近日在Hadoop峰会中这样评价。为了实现这个目的,西尔斯公司采用了开源软件Had00P,因为这个软件可以在低成本的跨平台服务器运行、并以多种不同数据格式存储。