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Machine Learning-feature selection (Dimension Reduction) Linear Discriminant Analysis (LDA)

classes C1 and C2. According to the PCA algorithm, the data should be mapped to the direction with the largest variance, that is, the y-axis direction. However, if the data is mapped to the y-axis direction, C1 and C2, the data of different categories will be completely mixed, it is difficult to distinguish, so the effect of dimensionality reduction using PCA before classification is very poor. However, using the LDA algorithm, data is mapped to the x-axis direction. The LDA algorithm takes int

Fully homomorphic encryption

verification: Suppose C1 = m1 + 2r1 + pq1, C2 = m2 + 2r2 + pq2, where c1 is the encryption of the ciphertext M1 and C2 is the encryption of the ciphertext m2. C1 + C2 = (M1 + m2) + 2 (R1 + R2) + P (Q1 + q2) if the noise of C1 + C2 is 2 (R1 + R2) + M1 + m2 Then (C1 + C2) mod p) mod 2 = (M1 +

Baidu's maze of real problems

}}; System.out.println (Getroute (FILLM (Maze))); Printroute (routelist); } Public Static BooleanGetroute (int[] M) {Markpoint (The, M); //when the size of the routelist is greater than 1, it indicates that the path reaches the target returnRoutelist.size () >0; } Public Static int[] FILLM (int[] M) { introw =m.length; intCol = m[0].length; int[] M2 =New int[Row+2] [Col+2]; for(inti = 1;i){ for(intj=1;j

Matrix derivation of the Fibonacci series (you can give up the matrix if you cannot understand it) and the Fibonacci Matrix

Matrix derivation of the Fibonacci series (you can give up the matrix if you cannot understand it) and the Fibonacci Matrix I. Matrix Multiplication Set the matrix A and B to meet the following requirements: the number of columns of A = the number of rows of B Calculation rules for matrix multiplication: Multiply each row of matrix A by each column of matrix B. * = = Ii. Matrix derivation of the Fibonacci series First, we want Fib [I] = Fib [I-1] + Fib [I-2]; So the I of the Fibonacci series

[C # source code] Baidu online storage address batch conversion tool

Regex ("http .*\"");// Start matchingMatch m2 = r2.Match (strLink );While (m2.Success){StrLink = m2.Groups [0]. Value;StrLink = strLink. Replace ("","");// Contains double quotation marks "id =" downFileButtom"StrLink = strLink. Replace ("\"","");StrLink = strLink. Replace ("id = downFileButtom ","");M2 =

Application analysis of MySQL high-availability architecture at the business level

Internet games, so the service requirements of the hour, business architecture, whether the application or the database, all need disaster preparedness, in the MySQL system, It is best to implement disaster-tolerant systems at the initial stage of the database architecture phase. So here's a look at all aspects of MySQL architecture from a business perspective.One, MySQL architecture design-Business Analysis (1) Read more write lessThe dotted line indicates the cross-room deployment, such as e-

BlackBerry Advanced Usage Tips

that the simple "L" desktop, you can complete the common operation. If you feel that your own desktop background picture is not rich enough, then you can software (BlackBerry wallpaper speed master) homemade background images. Ringtones homemade Download a Mp3 cutting software online, such as MP3 Splitter Joiner. You cut off a section of your favorite song, put it in the ringtones folder of the expansion card, or put it in memory via the desktop manager. Improve MP3 sound quality Good sound in

Java High concurrency Programming (iii)

Java high concurrency has three pieces of knowledge: Synchronizer: Synchronizer, how to communicate with each other, synchronization, etc. synchronization container: JDK provides a synchronous container, such as Concurrentmap,concurrentlist, Blockqueen, ThreadPool: Thread pool, Executor,java the thread pool provided on top two, a lot of practical problems can be solved.First, ReentrantlockJDK inside provides a new lock, is a manual lock, it is used to replace synchronized, called Reentrantlock,

Java Internal Classes

perimeter in which it was created, but does not have a static inner class. Without this reference, it means: Static internal classes are created without the need to rely on the perimeter class and can be created directly Static inner classes are not allowed to use non-static member variables and methods of any perimeter class, while inner classes can Combine the following code to deepen your understanding.PublicClassouterclass1{static variablesPrivateStaticString s1="A";Member

Signal Volume (iii) classic examples (II.)

writer W: Can write No: 1 Nreader: Number of readers: 0 Mutex: "Mutual exclusion" between readers, the order of entry and exit: 1 S: For blocking follow-up readers: 1 Written by: Reader P (s) P (s) p (mutex) P (W) Nreader + + Write if (Nreader = 1)//First Reader V (W) P (W)//plugging writer V (s) v (mutex) V (s) Read P (Mutex) Nreader-- if (nreader==0)//Last Reader V (W)//Wake writer V (Mutex) Two. Over the log bridge Topic Description: The bridge is one-way, from west to east and from ea

Write the first program using the Java Spring Framework Hellow World_java

-Add the required libraries:The second step is to add the spring framework and the common Log API library in our project. To do this, right-click your project name hellospring and then follow the context menu with the following options: Build path-> Configure the Java Building Path window shown below: Now use the Add External JARs option Libraries card to provide an external jar button to add the core jar files from the spring framework and the Common Log installation directory: antlr-

Self explicit in Python argument list is not equal to redundant _python

def m2 (self): Pass obj = C1 () OBJ.M1 () First look at f () and a, both of which can be invoked in the global scope. Class C1 is defined as inheriting from object, which is the standard procedure for defining a new class (which I think will become even less noticeable in Python3). Note that the first argument to M1 () and M2 () is self. In Python, self is not a keyword. However, the Conventio

Rhel6-tomcat + nginx + memcached Configuration documentation

down. After the user presses "Next", all the information previously submitted by the user disappears, memcached must be used together to solve this problem. Nginx | T1 T2 | \/| | \/| |/\ | |/\ | M1 m2 Cross-type storage perfectly solves single point of failure problems Machine 1 has two services T1 and M1. Machine 2 has two services: T2 and M2. By default, T1 data is stored in

Implementation of shortest copy

// Implementation of shortest copy // 2004.9.2 Using system; Class reftype { Public string name; Public int32 age; Public reftype (string name, int32 age) { This. Name = Name; This. Age = age; } } // Type mytype implements the icloneable interface and can be copied in a shortest. Class mytype: icloneable { Public reftype R; // reference type field Public string name; // Value Type field Public int32 age; // Value Type field Public mytype (string name, int32 age ){ This. Name = Name; This. Age =

[Erlang 0006] record and macro in Erlang

mechanism. We do not directly record the tuple value form. Let's assign values to specific fields, and then look:M2 = # man {name = "Zen", age = 23, school = "no.14"}, IO: Format ("M2 is :~ P ~ N ", [m2]), The output is m2 is: {Man, "Zen", 23, "no.14 "} Using m2 data as a template, you can generate a new record:M3

Winform the chart control to draw a shaded area

= "Primary Y-axis"; chartArea2.AxisX.Enabled = Axisenabled.true; Chartarea2.name = "CHARTAREA2"; Series M1 = new series (); M1. POINTS.ADDXY (0, 100);M1. POINTS.ADDXY (85, 100); M1. ChartType = Seriescharttype.area; M1. Color = color.red; M1. Backhatchstyle = charthatchstyle.darkdownwarddiagonal; Series m2 = new series ();

NOIP2009 Group cell division (number theory)--YHX

Title DescriptionDr. Hanks is a leading expert in the field of BT (Bio-tech, Biotechnology). Now he's working on a cell for a realPreparation: culturing cell samples.Dr. Hanks now has N species of cells, numbered from 1~n, and an I cell can be split for 1 secondsSi homogeneous cells (si is a positive integer). Now he needs to pick one of the cells and put it in a petri dish and let it split,to develop. After a period of time, all the cells in the petri dish are evenly divided into m-Test tubes t

P1951: [Sdoi2010] Ancient pig wen

],m/w[x],x) *c (n%w[x],m%w[x],x))%w[x];}/***************************** extension Euclid to multiply inverse element *****************************/ll EXGCD (ll A,ll b,llx,ll y)//multiplication Inverse element{ if(!B) {x =1; y =0;returnA;} LL ans= EXGCD (b,a%b,x,y); LL T= X;x = Y;y = t-a/b*y; returnans;}/**************************************************************************************** China remainder theorem: * x = b1% m 1 * x = b2% m2* x = b3

HDU 3117 Fibonacci Numbers

equal to ((1+SQRT (5))/2) ^n/sqrt (5), here we put ((1-SQRT (5))/2) ^n This is ignored, because when the n>=40, this number is already small can be ignored. So log10 F[n] can be reduced to N*LOG10 ((1+SQRT (5))/2)-log10 sqrt (5), not to mention, attached code:1#include 2#include 3#include 4 #definefor (i,s,t) for (int i=s; i5typedefLong LongLL;6 ConstLL mod=10000;7 8 structmatrix{9 LL a,b,c,d;TenMatrix (LL a=0, LL b=0, LL c=0, LL d=0): A (a), B (b), C (c), D (d) {} OneMatrixoperator*(ConstMatri

Record and macro in Erlang

view of pure data we find {man,undefined,0,undefined}==m, but the record itself as a data abstraction mechanism, we do not directly record the tuple value form.We assign values to specific fields, and then look at:m2= #man {name= "Zen", age=23, school = "No.14"}, Io:format ("M2 is: ~p ~n", [M2]),The output is M2 are: {man, "Zen", "No.14"}With

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