best probability books

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Summary of probability problems

1. Give n cards and a random function, design a shuffle algorithmKey points: How to ensure that each card and other probabilities appear in each positionPseudo code is as follows for inch 1 ... N: Select from [1, I] swap card I with card JC + + implementation1 voidShuffle (vectorint> Cards,intN) {2 if(Cards.empty ()) {3 return;4 }5Srand (Time (0));6 for(inti =1; I ) {7 intj =1+ rand ()%i; 8Swap (Cards[i-1], Cards[j-1]);9 }Ten}ShuffleThe correctness is pro

Machine learning four--a classification method based on probability theory: Naive Bayes

Probability-based classification method: Naive BayesianBayesian decision theoryNaive Bayes is part of the Bayesian decision theory, so let's take a quick and easy look at Bayesian decision theory before we talk about naive Bayes.The core idea of Bayesian decision-making theory : Choose the decision with the highest probability. For example, we graduate to choose the direction of employment, the

PHP Winning probability algorithm

/** Classical probability algorithm,* $PROARR is a pre-set array,* Suppose array is: Array (100,200,300,400),* Start is to filter the first number from the probability range of 1,1000 within the range of his probability of occurrence,* If not, then the probability space, that is, the value of K minus the

Monte Hall problem: the probability of turning over

The Monte Hall problem is a mathematical game problem derived from game theory. It is roughly from the TV game program "Let's Make a Deal ". The name of the question comes from Zhu's role as Monty.Hall ). In this game, contestants will see three closed doors, one of which is followed by a car. Then the contestant selects a door and the host opens one of the remaining two doors to reveal one goat. Afterwards, the host will ask the contestants if they want to change to another closed door. This is

Poj 2151 check the difficulty of problems (probability DP)

Check the difficulty of problems Time limit:2000 ms Memory limit:65536 K Total submissions:3191 Accepted:1416 Description Organizing a programming contest is not an easy job. To avoid making the problems too difficult, the organizer usually failed CT the contest result satisfy the following two terms: 1. All of the teams solve at least one problem. 2. The Champion (one of those teams that solve the most problems) solves at least a certain num

Poj 3744 Scout yyf I (matrix optimization probability), pojyyf

Poj 3744 Scout yyf I (matrix optimization probability), pojyyf Http://poj.org/problem? Id = 3744 There are n mines. The starting position of a person is 1. The probability of each step is p. The probability of two steps is 1-p, and the position of n mines is given, ask the probability of successful exit from the minef

CF 148D. Bag of mice[probability DP]

Title Link: Http://codeforces.com/problemset/problem/148/DThe main topic: a bag of W White mouse, b black Mouse; A and b take the mouse in turn (not put back), who first caught microscope, who win; because B rude, every time a mouse, will run out of a first;The probability of seeking a win;Topic Analysis:This kind of probability DP state is fixed, DP (i, j) indicates the

Write a random shuffle function--probability problem

Title Description:Write a random shuffle function. 52 of the required wash out! All kinds of combinations are equal probabilities. That is, the probability of a combination you wash out is 1/(52!). Assume that you have a perfect random number generator.Problem Solving Ideas:This is a probability problem.Random Shuffle, the purpose is to do randomness, require each card to appear the

A simple lottery probability function

A simple lottery probability function Absrtact: This function is mainly to determine the probability range of the random number generated ... A simple lottery probability function: /*** Simple lottery probability function * @param array $rewardArray probability, such as: $

POJ 2151 Check The difficulty of the problems probability DP

Test instructions: In ACM Contest, the n question, the T team. Give each team the probability of doing each question, ask each team at least one question, at least one team to do at least the probability of the M problemAnalysis: dp,f[i][j] indicates the probability of the first team doing the question J. G[I][J][K] Indicates the

Probability of exit

Problem: A small island, represented as a square n × N, from (0, 0) to (N-1, N-1), a person standing on the island, location (x, y), he can go up and down, one step is a grid, and the possibility of selecting top, bottom, and left is the same. When he leaves the island, it means death. If he is going to take K steps, how likely is his death? Analysis I: The probability is required. First, the number n of all paths and the number M of outbound paths a

Poj 3071 football (probability DP)

Football Time limit:1000 ms Memory limit:65536 K Total submissions:1934 Accepted:958 Description Consider a single-elimination football tournament involving 2NTeams, denoted 1, 2 ,..., 2N. In each round of the tournament, all teams still in the tournament are placed in a list in order of increasing index. then, the first team in the list plays the second team, the third team plays the fourth team, etc. the winners of these matches advance t

9 books that Java programmers must read

Source: http://mp.weixin.qq.com/s?__biz=MjM5NzA1MTcyMA==mid=202904638idx=2sn= 21dd20438e32a24e78e8c33dd4a0991escene=1#rdThe 9 books listed in this article are considered great books in the Java programmer community. When a programmer begins to learn Java, his first question should be how to choose a book as a guide to learning Java. This problem also shows that, compared to other tutorials and blogs, Java

The Yahoo function returns a probability of 0, 1.

Question: A function Foo can return 0, 1 with a probability of 3: 2. Now it is required to write a fun2 and return 0, 1 with an equi probability. This Is What Baidu says when I see an interview question. One function fun can return values 0 and 1. The probability of returning values 0 and 1 is 1/2. How can we use this function to get another function fun2 so th

The expected (DP + probability)

Description ProblemExpect CT the expectedInput:Standard Input Output:Standard output Some mathematicalbackground.This problem asks you to compute the expected value of arandom variable. If you haven't seen those before, the simple definitions areas follows.Random VariableIs a variable that can have one of severalvalues, each with a certain probability. the probabilities of each possiblevalue are positive and add up to one.Expected ValueOf a randomvar

PHP prize winning probability program code _ PHP Tutorial

PHP lottery algorithm code for winning probability. In the early stage, based on the online data, we adopted a step-by-step extraction method. let's take a look at the overall program: The program was completed under the ThinkPHP framework, in the early stage, based on the information on the Internet, we adopted a step-by-step extraction method. let's take a look at the overall program: This program was completed under the ThinkPHP framework, some bui

[PGM] Stanford probability graph model (Probabilistic graphical model)-first lecture on Bayesian Network Basics

The probabilistic graphical model series is explained by Daphne Koller In the probabilistic graphical model of the Stanford open course. Https://class.coursera.org/pgm-2012-002/class/index) Main contents include (reprinted please indicate the original source http://blog.csdn.net/yangliuy) 1. probabilistic Graph Model Representation and deformation of Bayesian Networks and Markov networks. 2. Reasoning and inference methods, including Exact Inference (variable elimination, clique trees) and appro

Probability and Statistics--correlations&covariance

Skew (skewness) In probability theory and statistics, skewness measures the asymmetry of the probability distribution of a real random variable. The value of skewness can be positive, negative or even undefined. In quantity, a negative bias (negative bias) means that the tail of the left side of the probability density function is longer than the right,

Maximum likelihood estimation and maximum posteriori probability map

The maximum likelihood estimate is a wonderful thing, and I think the person who invented this estimate is particularly talented. If it were me, it would be hard to think of it.The maximum likelihood estimation and Bayesian estimation represent the viewpoints of the frequency and Bayesian factions respectively. The frequency faction thinks, the parameter is the objective existence, only then is unknown. Therefore, the frequency faction most concerned about the maximum likelihood function, as lon

Php prize winning probability algorithm and big turntable lottery algorithm _ PHP Tutorial

Php prize winning probability algorithm and big turntable lottery algorithm. The php winning probability algorithm can be used to draw lottery algorithms such as scratch cards and big turntable. The usage is very simple. the code has a detailed description. you can understand $ proCur at a glance) {$ randNummt_rand (1, $ proSum); I php winning probability algorit

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