From: University of Maryland encode time series as different types of images. reformulate features of time series as visual clues. three representations for encoding time series as images: Gramian angular summation fields/ Gramian angular difference…

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…

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…

 ICIC Express Letters                  ICIC International ⓒ2010 ISSN 1881-803X Volume4, Number5, October 2010                                                pp.1–6   A Novel Multi-label Classification Based on PCA and ML-KNN Di Wu, Dapeng Zhang, Fe…

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…

An example showing univariate feature selection. Noisy (non informative) features are added to the iris data and univariate feature selection(单因素特征选择) is applied. For each feature, we plot the p-values for the univariate feature selection and the cor…

When faced with classification tasks in the real world, it can be challenging to deal with an outcome where one class heavily outweighs the other (a.k.a., imbalanced classes). The following will be a two-part post on some of the techniques that can h…

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how to generate an analog output from a in-built pwm of Atmega 32AVR microcontrloller? you need a resistor, a capacitor and an opamp. opamp is not really necessary when you are driving a mosfet, but will make life a bit easier. just be aware, that th…

[TI博客大赛][原创]LM3S811之基于PWM的DAC http://bbs.ednchina.com/BLOG_ARTICLE_3005301.HTM http://www.fpga4fun.com/PWM_DAC_3.html One-bit DAC Take one pin of an FPGA, connect a speaker and listen to an MP3? Easy. Here, we'll use a PC to decode an MP3, and then s…