Purpose detect the dynamics in time series of their correlation Methodology 1. calculate correlation coefficients 2. Network construction: i. node: AAB, ABC, etc. totally 5^3=125个nodes. 但是不是所有的mode情况都会出现,于是the number of nodes 是个随机数, 并且满足<125. ii. edg…

Their data five data set, 100 single channel of EEG signals, each channel EEG has 4097 data point. to reduce the computation time, they segment each channel with 1024 data sample points per segment. 4 segment with 1024 data samples. Figure 2 showed t…

论文地址:https://arxiv.53yu.com/abs/2106.07577 基于 F-T-LSTM 复杂网络的联合声学回声消除和语音增强 摘要 随着对音频通信和在线会议的需求日益增加,在包括噪声.混响和非线性失真在内的复杂声学场景下,确保声学回声消除(AEC)的鲁棒性已成为首要问题.尽管已经有一些传统的方法考虑了非线性失真,但它们对于回声抑制仍然效率低下,并且在存在噪声时性能会有所衰减.在本文中,我们提出了一种使用复杂神经网络的实时 AEC 方法,以更好地建模重要的相位信息和频率时间…

Problem: multi-horizon probabilistic forecasting tasks; Propose an end-to-end framework for multi-horizon time series forecasting, with temporal attention mechanisms to capture latent patterns. Introduction: forecasting ----- understanding demands. t…

具体请参考:http://lab.fs.uni-lj.si/lasin/wp/IMIT_files/neural/nn05_narnet/ 神经网络预测时间序列数据,有三种模型, 这里是给出的是第二种NAR,即只有时间序列数据y(t),没有x(t).具体训练和预测matlab代码如下: format compact % data settings N = 249; % number of samples Nu = 224; % number of learning samples y = Dat…

摘要:Abstract—Complex social network analysis methods have been applied extensively in various domains including online social media, biological complex networks, etc. Complex social networks are facing the challenge of information overload. The demand…

Organization, development and function of complex brain networks The Brain as a Complex System: Using Network Science as a Tool for Understanding the Brain Rubinov M, Sporns O. Complex network measures of brain connectivity: uses and interpretations.…

Modern neuroscientists often discuss the brain as a type of computer. Neural networks aim to do the opposite: build a computer that functions like a brain. Of course, we only have a cursory understanding of the brain’s complex functions, but by creat…

Tasks: invest papers  3 篇. 研究主动权在我手里.  I have to.  1. the benefit of complex network: complex network theory has been particularly successful in providing unifying统一的 concepts and methods for understanding the structure and dynamics of complex system…

This article come from HEREARS-L1: Learning Tuesday 10:30–12:30; Oral Session; Room: Leonard de Vinci 10:30  ARS-L1.1—GROUP STRUCTURED DIRTY DICTIONARY LEARNING FOR CLASSIFICATION Yuanming Suo, Minh Dao, Trac Tran, Johns Hopkins University, USA; Hojj…

PART I GROUNDWORK CHAPTER 1 Introduction CHAPTER 2 One on One (101) CHAPTER 3 Overview of the Internet CHAPTER 4 More Than Two PART II FOUNDATIONS CHAPTER 5 Issues in Networking Graphics CHAPTER 6 Sockets and Middleware CHAPTER 7 Middleware and Messa…

转自http://prinx.blog.163.com/blog/static/190115275201211128513868/和http://www.cnblogs.com/jie465831735/archive/2013/03/06.html 按如下顺序看效果最佳: 1.       MapReduce Simplied Data Processing on Large Clusters 2.       Hadoop环境的安装 By 徐伟 3.       Parallel K-Mea…

The Internet has led to the creation of a digital society, where (almost) everything is connected and is accessible from anywhere. However, despite their widespread adoption, traditional IP networks are complex and very hard to manage. It is both dif…

http://www.barrgroup.com/Embedded-Systems/How-To/Additive-Checksums CRC Series, Part 1: Additive Checksums Sat, 2007-12-01 23:21 - webmaster by Michael Barr Whenever you connect two or more computers together with the intent of exchanging information…

The human visual system is one of the wonders of the world. Consider the following sequence of handwritten digits: Most people effortlessly recognize those digits as 504192. That ease is deceptive. In each hemisphere of our brain, humans have a prima…

http://perugini.cps.udayton.edu/teaching/courses/Spring2015/cps352/index.html#lecturenotes Programming Languages: Chapter 1: Introduction Programming languages Some fundamental questions what is a language? a medium of communication what is a program…

About this Course This course will teach you how to build convolutional neural networks and apply it to image data. Thanks to deep learning, computer vision is working far better than just two years ago, and this is enabling numerous exciting applica…

重点:  1.The constructed graph inherits several properties of the series in its structure. periodic series --> regular graphs这句话是错的,periodic series 转化成的图并不是regular graphs, 转化成的图的degree distribution是分形的. fractal series --> scale-free networks. random s…

Quantexa 大数据服务提供商, 使用实体解析, 关系分析和人工智能技术帮助客户进行数据处理和预防金融犯罪. 企业概览 2016年成立, 当前规模500人 服务特色是场景决策智能CDI(contextual decision intelligence) 落地场景主要是金融机构的反洗钱反金融诈骗监控, 数据管理, 风控 解决的问题: 监管合规, 提高警告准确率, 降低成本, 提高行业竞争力 面向的主要客户是银行, 保险, 支付机构, 运营商(CSP)和政府机构, 已知客户有汇丰银行, 渣打银行…

Drainage Ditches Time Limit: 1000MS   Memory Limit: 10000K Total Submissions: 67823   Accepted: 26209 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by…

Drainage Ditches Time Limit: 1000MS   Memory Limit: 10000K Total Submissions: 71559   Accepted: 27846 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by…

总时间限制: 1000ms 内存限制: 65536kB描述Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by water for awhile and takes quite a long time to regrow. Thus, Farmer John has built a…

辗转一圈还是回到了我魂牵梦绕的可视化上来了. 在Gephi+Netbeans上折腾了将近一个星期后,我深深的体会到个人对于代码的驾驭能力尚有提升的空间^_^,路很长,方向很重要,三思而行. 转载请标明出处:http://www.cnblogs.com/bigdataZJ/p/VisualizationSoloShow.html 之前一个星期的研究体会如下: 1.作为一个可视化方向入门级菜鸟来说,靠一个人啃下gephi这个已经相对成熟的软件源码来说确有心有余而力不足之感. 2.Gephi是一个优秀…

Drainage Ditches Time Limit: 1000MS   Memory Limit: 10000K Total Submissions: 68414   Accepted: 26487 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by…

Drainage Ditches Time Limit: 1000MS   Memory Limit: 10000K Total Submissions: 67387   Accepted: 26035 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by…

第一次接触复杂性科学是在一本叫think complexity的书上,Allen博士很好的讲述了数据结构与复杂性科学,barabasi是一个知名的复杂性网络科学家,barabasilab则是他所主导的一个实验室,这里的笔记则是关于里面介绍的课程的笔记,当然别人的课程不是公开课,所以从ppt里只能看到骨干的东西了,对了补充下,slider相关的书籍在这里可以找到 前面大概有三节课是动手实验课,使用一些软件或者函数库来亲自探索一些特定的一些网络 中间还请了另外一个实验室的来讲授关于网络随时间变化的性…

Drainage Ditches Problem Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by water for awhile and takes quite a long time to regrow. Thus, Farmer John has…

Drainage Ditches Time Limit: 2000/1000 MS (Java/Others)    Memory Limit: 65536/32768 K (Java/Others)Total Submission(s): 12771    Accepted Submission(s): 6097 Problem Description Every time it rains on Farmer John's fields, a pond forms over Bessie's…

Drainage Ditches Time Limit: 1000MS Memory Limit: 10000K Total Submissions: 65146 Accepted: 25112 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by wate…

dinic版本 感觉dinic算法好帅,比Edmonds-Karp算法不知高到哪里去了 Description Every time it rains on Farmer John's fields, a pond forms over Bessie's favorite clover patch. This means that the clover is covered by water for awhile and takes quite a long time to regrow. Th…