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Clustering Analysis--k-means Algorithm _ Clustering

K-means algorithm This is a clustering algorithm based on partitioning, which is highly efficient and widely used in clustering large-scale data. Basic idea: Divide the DataSet into K clusters, the samples within each cluster are very similar, the difference between different clusters is very large. K-means algorithm is an iterative algorithm, first randomly select K objects, each object represents the c

Stanford ml Public Lesson notes 12--k-means, mixed Gaussian distributions, EM algorithm

PDF documents for the Open Class series have been uploaded to Csdn resources, please click here to download. This article corresponds to the 12th video of the Stanford ML Public course, and the 12th video is not very relevant to the previous one, opening a new topic-unsupervised learning. The main contents include the K-means clustering (K-means) algorithm in unsupervised learning, the mixed Gaussian distr

Fuzzy C-means (FCM) Clustering algorithm

matrix expression consisting of elements between 0 and 1 is used.The affiliation of the object to the category.To give a one-dimensional example, given a particular data set, the map is distributed as follows:It is easy to distinguish two kinds of data from the graph, which is expressed as ' A ' and ' B ' respectively. Using the aforementioned K-means algorithm, each data is associated with a specific centroid, membership functionAs shown below:Using

Distributed denial of service attack and precautionary means

One, from DOS to DDoS Denial of service (denial of Service,dos) is a long-standing tradition. Since the Internet, there is a denial of service attack approach. As no major websites or institutions have been subjected to such attacks in the past, their inferior nature is not prominent. It was not until the early 2000 that Yahoo!, ebay and Amazon were stabbed in the face. In a typical Internet connection, when a user accesses a Web site, the client sends a message to the Web server requesting a

Recv returns 0 each other has Saygoodbye, return-1 means an abnormal interrupt

connectedVi. Remote host rejectionSeven, the designated buffer has been crossed.For a disconnected socket, returning 0 with recvfrom means that 0 bytes of data are received, and for a connected socket, RECVFROM returns 0 indicating that the other side has closed the connection, which is a rule rather than required. For example, the person who writes this system call or function can also let the Recvfrom function return 1 to the disconnected socket, a

Use technical means to limit the DBA's dangerous operations-oracle Database Vault

to demonstrate:To login to the DV Administration page:Create a rule set with the name "Can not drop table under Business Time" and select any true to mean that any one of the rules in the rule set (judging condition) is true and the rule set evaluates to True. In fact, all true is equivalent to and,any true equivalent to orThe two rule is also well understood, is to determine whether the current time is business time, here, in order to facilitate the experiment, the business time is defined as

Implement K-means clustering within Python

"Python Computer Vision Programming" Learning notesFrom SCIPY.CLUSTER.VQ import *import numpy as Npfrom matplotlib import Pyplot as Pltclass1=1.5*np.random.randn (100,2) # #pr Int (Class1) class2=np.random.randn (100,2) +np.array ([8,8]) # #print (Class2) features=np.vstack ((CLASS1,CLASS2)) Centroids,variance=kmeans (features,2) code,distance=vq (features,centroids) plt.figure () ndx=np.where (code==1) [0] Plt.plot (features[ndx,0],features[ndx,1], ' * ') ndx=np.where (code==0) [0]plt.plot (fea

Obtain the root of the equation and the root of the string truncation equation by means of the string truncation method.

Obtain the root of the equation and the root of the string truncation equation by means of the string truncation method. THE SECANT METHOD In numerical analysis, the secant method is a root-finding algorithm that uses a succession of roots of secant lines to better approximate a root of a function f. the secant method can be thought of as a finite difference approximation of Newton's method. however, the method was developed independently of Newton's

Python provides an example that allows only one call at a time by property means _python

Below for you to share a python through the property means to achieve only allow the invocation of the example of the explanation, has a good reference value, I hope to be helpful. Come and see it together. If you want a method of an object to be called only once, according to my previous inertial thinking, I must define a state amount and then modify its value each time it is called. By looking at the number of status amounts, I can decide to take d

"Sword means offer" Q40: the number of occurrences in an array

There is some trouble with the inference of classification in the book, which is to classify an array of elements by one for 0. If the 3rd digit is 1. So the element x 8 equals or is not equal to 0, so it is not necessary to infer with the first few.def once (array): Reor = 0for x in array:reor ^= xbit1 = firstBit1 (reor) first = 0second = 0for x in array:if x bit1! = 0:first ^= Xelse:second ^= xreturn First, Seconddef firstBit1 (x): n = 1while true:if x n! = 0:return nelse:n "Sword

SQL Server restores the master database and sqlmaster database by means of Reconstruction

SQL Server restores the master database and sqlmaster database by means of Reconstruction SQL Server restores the master database through reconstruction. The details are as follows: 1. Back up the master database 2. Stop the service and directly Delete the master data file. 3. Use the installer to recreate the master data file Enter the installation directory in the console. D: \ SetUp \ sqlserver2012> Setup/QUIET/ACTION = REBUILDDATABASE/

The O (1) algorithm of the sword means the node to which the pointer points

pointer to another usage array of old processing pointers. Some programmers prefer to use pointer arrays instead of multidimensional arrays, and a common use is to manipulate stringsOne example of this is the use of:Char *names[]={Bill,Sam,Jim,Paul,Charles,0};Main (){Char **nm=names;while (*nm!=0) printf (%s\n,*nm++);}Note that the last element in the array is initialized to0, whileloop to determine whether the end of the array is at the same time. Pointers with a value of 0 are often used as t

High-speed transmission means that the SAN Switch is required for purchase

There are many things worth learning about SAN switches. Here we mainly introduce the precautions for choosing SAN switches. With the increasing number of network data and the frequency of network applications, many enterprises have begun to realize that they need to build their own storage system networks to meet the increasing data storage performance requirements. Currently, the most popular data storage Network is SANStorage Area Network (Storage Area Network), which

The functions in this SQL statement are mysql functions or php functions. the Function means, how to deal with them?-php Tutorial

In this SQL statement, the function is a mysql function or a php function. the Function means mysql_query ( quot; UPDATE 'users' SET 'jifen' round ('jifen' + ('percent '100), 1) WHEREuser $ inuser quot ;); the functions in this SQL statement are mysql functions or php functions. what does the function mean? ------ the functions in this SQL statement are mysql functions or php functions. Mysql_query ("UPDATE 'users' SET 'jifen' = round ('jifen' + ('p

View the execution sequence of the Oracle execution plan by means of the central traversal of a binary tree

To view the execution sequence of the Oracle execution plan, we use a small table to explain which aspects should be paid attention to for the oracle execution plan. To view the execution sequence of the Oracle execution plan, we use a small table to explain which aspects should be paid attention to for the oracle execution plan. View the execution sequence of the Oracle execution plan by means of the central traversal of a binary tree [Date: 2

Solve the concerns of O & M personnel: what technical means are used to ensure website security? (1)

BKJIA recently held a "save website O M Manager Zhao Ming" activity. The main line is that an O M personnel is criticized by the leaders because the website is hacked. The majority of users offer suggestions and provide protection advice. Website attacks are constantly emerging, and O M personnel are also struggling to cope with them. How can we protect our website? What are the technical measures for website protection? Today, we have the honor to interview Song Rui, the security product ma

C # Traversal enumeration (enumeration is the purpose, traversal (fetch) is the means)

In C #, how to get (traverse) all the values in the enumeration: Public enum suits { spades, Hearts, Clubs, Diamonds, numsuits } private static void Main (string[] args) { foreach (suits suit in enum.getvalues (typeof (Suits))) { Console.WriteLine ((int) suit+ ":" + suit); } }reprint: https://www.cnblogs.com/zhangzhi19861216/p/5362090.htmlC # Traversal enumeration (enumeration is the purpose,

[Sword means offer] 16. Merge two sorted lists

= =NULL) the returnPHead1; -listnode* res =NULL; -listnode* cur =NULL; - while(PHead1! = NULL pHead2! =NULL) { + if(Phead1->val val) { - if(res = =NULL) +res = cur =PHead1; A Else{ atCur->next =PHead1; -Cur = cur->Next; - } -PHead1 = phead1->Next; -}Else{ - if(res = =NULL) inres = cur =pHead2; - Else{ toCur->next =pHead2; +Cur = cur->Next; - } thePHead2 = phead2->Nex

Lind.DDD.Aspects dynamic interception of AOP in ~lind by means of plugins implementation

is building a cache interceptor, mainly to implement a cache of the method return value, and do not need to write the logic of this cache judgment in each method body, the uncle thinks, this aspect-oriented AOP design, is the trend, please look forward to!    /// ///Cache Blocker/// Public classCachingaspectattribute:beforeaspectattribute {Cachingmethod cachingmethod; PublicCachingaspectattribute (Cachingmethod cachingmethod) { This. Cachingmethod =Cachingmethod; } Public Ove

[Sword means offer] 37. Number of occurrences in a sorted array

Title Descriptioncounts the number of occurrences of a number in a sorted array. "Thinking" because it is a sorted array, you can use the binary method to search for the value to find in the array of one position, and then to the sides of the scan, encountered unequal to stop.1 classSolution {2 Public:3 intGetindexbydivision (vectorint> Data,intk) {4 intleft =0, right = Data.size ()-1;5 intMiddle = left + (right-left)/2;6 while(Left Right ) {7 if(k >Data

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