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smote-supersampling Rare events in R: Super-sampling rare events with RIn this example, the following three packages will be used{DMWR}-Functions and data for the book ' Data Mining with R ' and SMOTE algorithm:smote algorithm{Caret}-modeling wrapper, functions, commands: Model encapsulation, functions, commands{PROC}-area under the Curve (AUC) functions: Under-curve (ACU) functionThe smote algorithm is des
1. R-cnn:rich feature hierarchies for accurate object detection and semantic segmentationTechnical route: Selective search + CNN + SVMsSTEP1: Candidate Box extraction (selective search)Training: Given a picture, use the Seletive search method to extract 2000 candidate boxes from it. Due to the size of the candidate boxes, considering that the subsequent CNN requires a uniform image size, the 2000 candidate boxes all resize to the 227*227 resolution (i
\ r means carriage return, \ n means line break, when we press the return button, the system automatically generates a carriage return and a newline of two characters:
A carriage return is only a completion, and the cursor is returned to the beginning.
Wrapping is just wrapping, not completing, or putting the cursor at the beginning of the line.
Example: (the cursor is represented by I below)
1--
After output abcdef:
ABCdef I
2--
After output carriage
1. Introduction to the three major mapping systems of R1.1 Basic drawing System (base plotting systems)-Artist's palette: drawing suitable for blank canvas· need to implement plans; visualize the logic of drawing and analyzing data in real time-Two steps = figure + Modify/Add = Perform a series of functions-Suitable for drawing 2D graphs1.2 Lattice Drawing System (Lattice plotting systems)-draw = Use a function call once (a graph)-Ideal for interacting with observational variables: How variable
This text connection: http://blog.csdn.net/freewebsys/article/details/45825267 reprint Please specify the source!1, about RReference Baidu:Http://baike.baidu.com/view/942569.htmR is a free software, it has UNIX, LINUX, MacOS and Windows version, are free to download and use. There you can download the installer, various plug-ins and documents to R. Only 8 basic modules are included in the R installer, and o
r,r+,w,w+,a,a+ effect
R
Read-only
Do not create
r+
Write
W
New Write-only
Both will empty the file
w+
New Read/write
A
Attach write mode open, unreadable
A +
Addit
"Sparkr" under CentOS7 to compile and install R3.3.2 and SPARKR II (cluster installation) preparation
A: Install a local machine at least first. can refer to the single-machine installation of the post "Sparkr" under CentOS7 to compile and install R3.3.2 and SPARKRB: Prepare three slave machinesC: Configuration file CopyokD: Install RstudioE: Install Sparkr (Spark is less than version 1.4)F: Configure R cluster. installation
1. Follow the previous blo
Mode can be done if the file does not exist whether overwriteR can only read the newspaper wrong-r+ readable and writable error isW can only write Create isw+ Readable writable Create YesA can only write create no, append writeA + readable writable create no, append write1. Read-only mode (r) an existing file:Def file_operation ():With open ('/wzd/test.txt ', mode= ' R
R represents response time (response times). The specific definition is as follows:
1. Target the tasks this are critical to the business.
2. Collect properly scoped, un-aggregated profile data for each task while the task are exhibiting the behavior you want to Record
3. React with the candidate repair that would have the greatest net payoff to the business.
A. Stop if the cost of the repair exceeds the cost of the problem.
4. Go to step 1.
The
Read operation of the file
Example:1 Print("fetch of file handle, read operation:")2 3f = open ('Untitled','R', encoding='UTF8')4D =F.read ()5 f.close ()6 Print(d)7 8 Print('Case Two:')9f = open ('Untitled','R', encoding='UTF8')TenE = F.read (9) One f.close () A Print(e) - #Python3, one of the documents in both English and Chinese occupies a position of 1Operation Result:file handle fetch, read operat
\ n Soft return:
Represents a newline and returns to the beginning of the next line in Windows. Equivalent to the effect of \ r in Mac OS.
In Linux, Unix only means wrapping, but does not go back to the beginning of the next line.
\ r Soft Space:
In Linux and UNIX, the representation is returned to the beginning of the line.
Represents a newline in Mac OS and returns to the beginning of the next line, equi
This text connection: http://blog.csdn.net/freewebsys/article/details/45830613 reprint Please specify the source!1, About time seriesTime series analysis is a statistical method of dynamic Data processing. Based on stochastic process theory and mathematical statistics, this method is used to study the statistical laws of random data sequences to solve practical problems.About R Environment Building reference I wrote the article before:http://blog.csdn
Attention
R Case insensitive
The object of R can be anything (data, functions, graphs, analysis results , etc.)
Assignment:
You can use the UP and DOWN ARROW keys to view the history of entered commands
Working space
Working space (workspace) Working environment for current R
Current working directory (working directory): Working
Principal component Analysis R software implementation program (i):>d=read.table ("clipboard", header=t) #从剪贴板读取数据>sd=scale (d) #对数据进行标准化处理>SD #输出标准化后的数据和属性信息, copy standardized data to clipboard backup>d=read.table ("clipboard", header=t) #从剪贴板读取标准化数据>pca=princomp (d,cor=t) #主成分分析函数>screeplot (pca,type= "line", mian= "gravel chart", lwd=2) #画出碎石图From the gravel map can be seen, the first two principal components of the variance contribution ratio is
NA:is.na (object)Remove na value: Na.omit (Object)apply () function: You can "apply" an arbitrary function to any dimension of a matrix, an array, a data frameApply (x, MARGIN, fun, ...)where x is the data object, MARGIN is the subscript of the dimension, Fun is the function you specify, and ... Includes any arguments that you want to pass to the fun. In a matrix or data frame, margin=1 represents a row, margin=2 represents a columnStitching strings: Paste0 (str1, str2, ...)Type conversions:
The latest version of this article has been updated to http://thinkinside.tk/2013/05/03/r_notes_1_what.html
While learning about quantum investment, I found R (www.r-project.org ). What is R? Before you start, let's take a look at the magic of R.1. R Overview
Select an image from The CRAN (The Comprehensive
The actual work environment, at the beginning of R Research, the first collection is to be able to publish the results of R Web-based framework, non-resistance, R has always been used for personal computers on the client program, everyone habitually download the R installation package, installed on their own computer o
R is a software system with statistical analysis and powerful graphing capabilities, and is co-founded by Ross Ihaka and Robert Gentleman. It is a free, free, source-code software that belongs to the GNU system, and is also an excellent tool for statistical computing and statistical mapping.I. Development history of RTo say R, you have to talk about the S language first. Around 1980, the T-Bell Laboratory d
VC-terminate thread, exitthread function, te r m I n a t e t h r e a D function, cancel thread, details
6.5 terminate the running of a threadTo terminate the running of a thread, use the following method:• Thread function return (this method is recommended ).• By calling the e x I t h r e a D function, the thread will undo it by itself (it is best not to use thi
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