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Machine Learning 3-after class: using the ridge regression and lasso algorithm to select variables

Topic Get ready 1 preparing to install and load packages 2 read-in data Multi-collinearity Check 1 All variables participate in linear regression 2 All variables participate in linear regression Ridge return 1 All variables do ridge regression 1 Remove X3 and do ridge return Use Linearridge to do ridge regression automatically Las

Linux process Management (C language)

Understanding the principles of process control is very important for understanding and modifying Fio project . "Fio is an I/O tool meant to being used both for benchmark and stress/hardware verification."ProcessUnix provides a lot of system calls from the operating system in C programs ( Other languages should be there as well ). Create a processEach process has a positive ID, called pid. The getpid funct

SATA,SAS,SSD read-write performance test results

http://blog.csdn.net/killmice/article/details/42745937 The test tool FIO is read sequentially as an example, with the following commands: fio-name IOPS-RW = Read-bs = 4k-runtime = 60-iodepth 32-filename/dev/sda6-ioengin E Libaio-direct = 1 where rw = read for random reads, BS = 4k for each read 4k, filename specifies the corresponding partition, here I am/dev/sda6, direct = 1 means the cache through Linux

R-language interpretation of multivariate linear regression model

), Shanghai Futures Exchange rebar (RU) and hot coil (HC).The data set is March 15, 2016, the day open trading data, The price data for the minute line of the black system of 5 futures Contracts.# Data set already exists DF variable in > head (df,20) x1 x2 x3 x4 y2016-03-15 09:01:00 754.5 616.5 426.5 2215 205 52016-03-15 09:02:00 752.5 614.5 423.5 2206 20482016-03-15 09:03:00 753.0 614.0 423.0 2199 20442016-03-15 09:04:00 752.5 6 13.0 422.5 2197 20402

Cryptography in 1.3.2 Blockchain--Elliptic curve cryptography (ECC)

can understand this word, that is, any point that satisfies the equation has a tangent.The following two equations are not elliptic curves, although they are in the form of equation [3-1].Because they do not have tangents at (0:0:1) points (i.e. origin).There is an infinity point o∞ (0:1:0) on the elliptic curve, because this point satisfies the equation [1-1].Know the infinity point on the elliptic curve. We can put the elliptic curve in the normal plane Cartesian coordinate system. Because th

C language, C + + memory alignment problem detailed _c language

when the byte count is greater than or equal to 4 o'clock, align according to 4 struct Test { Char X1; Short X2; Float X3; Char x4; }; The X1 occupies a byte number of 1,1 The X2 occupies a byte number of 2,2 The X3 occupies a byte number of 4, 4 = 4, is aligned according to the alignment factor 4, so the X3 is placed in the position of of

Number of three Squares

DescriptionWith a n*n chart, we fill some of these squares with positive integers,And the other squares are put in 0.Someone from the top left corner of the picture, you can go down, or to the right, until you reach the lower right corner.On the way, he took away the number of squares. (The number in the box becomes 0 when taken away)This person from the upper left to the lower right corner of a total of 3 times, try to find out 3 paths, so that the sum of the maximum number of obtained.formatIn

Python practices (five lists and dictionaries) and python practices

is lijie' Msg. swapcase case swaps >>> Msg. zfill (40)'00000my name is {name}, and age is {age }' >>> N4.ljust (40 ,"-")'Hello 2orld -----------------------------'>>> N4.20.ust (40 ,"-")'----------------------------- Hello 2orld' >>> B = "ddefdsdff _ haha">>> B. isidentifier () # checks whether a string can be used as a flag, that is, whether it complies with the variable naming rules.True Dictionary operations A dictionary is a key-value data type. It is used to query the details of a corres

Using Duplicatemovie and mask to simulate picture cutting

equation of the parabola is Y=a*x*x+b*x+c, that is to say, three points to determine the shape of the parabola, we define two random points to determine a random parabola. One of these is the starting point of the image, and then the other point should have the horizontal line between the other two points, Then the ordinate is above both, in order to have a feeling of upward throw. Suppose that now defines three points (x1,y1), (X2,y2), (x3,y3), then

Nyist 68 three-point order

Three-point sequential time limit: 1000 MS | memory limit: 65535 kb difficulty: 3 Description The coordinates of the three non-collocated vertices A, B, and C must be a triangle. Now let you determine the coordinates of A, B, is C provided clockwise or counterclockwise? For example: Figure 1: clockwise Figure 2: counter-clockwise Input Each row is a set of test data, with six integers X1, Y1, X2, Y2, X3, a

Create sequence in DB2 and Oracle

Whether the creation of a new sequence DB2 sequence in DB2 and Oracle contains double quotation marks causes a production system problem www.2cto.com create sequence x3; -- run successfully create sequence "x3" -- run successfully (a sequence named "x3" is actually created and can be accessed using X3) values Nextval f

Returns the intersection of two straight lines using vector transformation.

achieve coordinate system independence. Similar algorithms can also be used to calculate the intersection of a straight line and a circle, the intersection of a circle and a circle, and the intersection of a straight line and an elliptic. The following is a program written in Delphi to calculate the intersection of two straight lines using vector transformation. This program can not only obtain the intersection coordinate, but also determine whether a straight line passes through the intersecti

Code implementation for fast inverse Discrete Cosine Transformation (fidct)

dimensional inverse discrete cosine transform */// fidct_init() MUST BE CALLED BEOFRE THE FIRST CALL TO THIS FUNCTION!void fidct(short *const block){static short *blk;static long i;static long X0, X1, X2, X3, X4, X5, X6, X7, X8; for (i = 0; i {blk = block + (i if (!((X1 = blk[4] (X5 = blk[7]) | (X6 = blk[5]) | (X7 = blk[3]))) {blk[0] = blk[1] = blk[2] = blk[3] = blk[4] = blk[5] = blk[6] = blk[7] = blk[0] continue;} X0 = (blk[0] /* first stage */X8

QoS mechanism in Linux-DM-ioband (1)

DM-ioband is not integrated in mainstream kernel and must be patched for use. Besides, it must be the source code of the kernel community, if I patch the kernel with a red hat, an error is reported... Http://sourceforge.net/apps/trac/ioband/wiki/dm-ioband After the patch is downloaded, mark it and make menuconfig. Then, check the ioband module under LVM/raid/devicemapper, re-compile and install the kernel, and restart lsmod | grep ioband, if you can see ioband, it indicates that the installation

Disk Performance test Methods

Disk Performance test MethodsHttps://help.aliyun.com/document_detail/25382.htmlTest for random Write IOPS: Fio-direct=1-iodepth=128-rw=randwrite-ioengine=libaio-bs=4k-size=10g-numjobs=1-runtime=1000-group_reporting- Name=/path/testfile Test Random Read ioPS: Fio-direct=1-iodepth=128-rw=randread-ioengine=libaio-bs=4k-size=10g-numjobs=1-runtime=1000-group_reporting- Name=/path/testfile Test Wr

Php unlimited cache class extension

-> idStr]}'] ['pstr'] = '". $ this-> getPidStr ($ result [$ I] ["$ this-> idStr"]). "';"; // Added additional attributes Foreach ($ this-> appendArr as $ app) { If (emptyempty ($ app) continue; $ This-> tempCode [] = "\ $ {$ This-> createArrayName} ['{$ result [$ I] [$ this-> idStr]}'] ['{$ app}'] = '{ $ result [$ I] ["{$ app}"]} '; "; } } $ This-> tempCode [] = "return \$ {$ this-> createArrayName };"; $ This-> tempCode [] = "?> "; // $ Content = implode ("\ n", $ this-> t

What is the disk of the Aliyun service

of several important parameters for the cloud disk (excluding the local SSD disk). Disk Performance test Methods To test random write IOPS: Fio-direct=1-iodepth=128-rw=randwrite-ioengine=libaio-bs=4k-size=10g-numjobs=1-runtime=1000-group_reporting- Name=/path/testfile To test Random Read ioPS: Fio-direct=1-iodepth=128-rw=randread-ioengine=libaio-bs=4k-size=10g-numjobs=1-runtime=1000-

Two-dimensional graph with weighted matching (thinking of pushing box problem)

belongs to the s,yi belongs to the Nott Edge will have (Lx[i]-D) + ly[j] > W[xi,yj] (because D = 1 o'clock is the equality of the equation), so it is impossible to have an equilateral result. So there is d = min{lx[i] + ly[j]-w[xi,yj]}, where Xi belongs to S,yj belongs to Nott. 3)After successfully finding a match for X1 (X1-Y0), and then finding the staggered path for X2, it also failed, its staggered tree only X2 vertex itself; S = {x2},t = {}.D = lx[2] + ly[0]-w[x2,y0] = 6D = lx[2] + ly[1]-w

POJ 1840 Eqs (Hash)

/*The problem of 10^8 violence can be answered but slow ..... There is a small bug that the person card int but did not pay attention to short with short can not hash directly to engage49428K 313MS */#include#include#include#defineBase 12500000using namespacestd;intA1,a2,a3,a4,a5,x1,x2,x3,x4,x5,ans; Shortf[12500000*2+ -];intMain () {scanf ("%d%d%d%d%d",a1,a2,a3,a4,a5); for(x1=- -; x1 -; x1++)if(x1) for(x2=- -; x2 -; x2++)if(x2) {ints=a1*x1*x1*x1+a2*x

Calculate the peripheral circumference of a triangle

# Define Pai 3.1415926 # Include Stdio. h > # Include Math. h > // Calculate the peripheral circumference of a triangle // Triangle three sides a, B, c, half perimeter P (P = (A + B + C)/2) // Area: S = √ [P (P-A) (p-B) (p-C)] // Outer Circular radius R = ABC/4S // Outer circle radius R = ABC/4 √ [P (P-A) (p-B) (p-C)] // External circumference c = 2 * PAI * R Float S ( Float X1, Float Y1, Float X2, Float Y2, Float X3

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