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Introduction and calculation of ROC,AUC,PRECISION,RECALL,F1

of positive is correctly judged, TPR=TPTP+FN Tpr=\frac {TP} {TP+FN}. FPR: In all samples that are actually negative, the ratio of positive is wrongly judged, Fpr=fpfp+tn Fpr=\frac {FP} {fp+tn}. 1.2 Precision, recall and F1 Another common evaluation indicator for two classification problems is the accuracy rate (precision) and recall (recall) and F1 values. The accuracy rate is expressed as the percentage o

The design problem from the problem of the precision of floating point numbers

This article by Ruby-china a post "by the decimal point of precision problem lead to design problems" lead, the post is also my hair, in view of the reply when learned a lot of content, have a little sentiment, so want to sum up. First declare the programming language selected in this article is Ruby and the operating environment is Ubuntu. In the preparation of finance, E-commerce and other applications, often encounter decimals, decimal multiplica

High-precision Time Acquisition and timer in Linux

This article mainly introducesLinuxLow PrecisionTimeFunction, and related functions with a timeout mechanism.TimerIt also gives a brief introduction. In linux, the most accurate time interface is gettimeofday. It returns a timeval structure with the precision of us (10-6 seconds). In most cases, this precision is enough. However, sometimes we need to explore the time calls provided by Linux for us for highe

"Go" recommended system evaluation indicators-accuracy (Precision), Recall (Recall), F-value (f-measure)

Original link http://bookshadow.com/weblog/2014/06/10/precision-recall-f-measure/Below is a brief list of several commonly used recommended system evaluation indicators:1. Accuracy rate and Recall rate (Precision Recall) accuracy and recall rates are widely used in the field of information retrieval and statistical classification of two measures to evaluate the quality of the results. The accuracy is t

NUMBER Type in Oracle. If the length and decimal point precision are not specified, the default length is long.

In Oracle, the Number type can be used to store 0, positive, negative, or floating point numbers. The data range can be 1.0*10 (-130) mdash; 9. 9... 9*10 (125) In Oracle, the Number type can be used to store 0, positive, negative, or floating point numbers. The data range can be 1.0*10 (-130) mdash; 9. 9... 9*10 (125) In Oracle, the Number type can be used to store 0, positive, negative, or floating point numbers. The data range can be 1.0*10 (-130) -- 9. 9... 9*10 (125) {38 9 followed by

NUMBER Type in Oracle. If the length and decimal point precision are not specified, the default length is long.

In Oracle, the Number type can be used to store 0, positive, negative, or floating point numbers. The data range can be 1.0*10 (-130) -- 9. 9... 9*10 (125) {38 9 followed by 88 0} digits. When the value of the mathematical expression in Oracle is greater than or equal to 1.0*10 (126, oracle Reports an error. The data declaration of Number is as follows: Description Number (p, s) declares a fixed point p (precision) as the

Example Analysis of JS long integer precision _ javascript tips-js tutorial

This article mainly introduces the JS long integer precision problem. The example analyzes the long integer precision problem and the corresponding solution of the Java project combined with the front-end js script, which has some reference value, for more information about JS long integer precision, see the example in this article. Share it with you for your ref

Integer high precision operation--addition

High-precision operation is an important algorithm of information science. This algorithm is calculated using multiple storage units, so it is more computationally scoped than a typical storage unit. It is also a frequently-tested topic in some informatics competitions.The high-precision operation mainly has the following several steps:1, read the string, converted to a number in reverse chronological stora

Recall (recall rate); Precision (accuracy rate); F1-meature (Comprehensive evaluation indicator); True Positives;false Positives;false negatives.

Recall (recall rate); Precision (accuracy rate); F1-meature (Comprehensive evaluation index); These parameters are often used in information retrieval (such as search engines), natural language processing, and detection classifications.Precision: The percentage of information that is detected that is correct or relevant ( that is, what you want)(Number of positive samples predicted as a proportion of the total sample);Recall: The proportion of all cor

UVa 1639 Candy (mathematical expectation + combinatorial math + high-precision storage)

Test instructions: There are two boxes each with n sugars, randomly selected one at a time (probability is p,1-p), and then eaten, until one time, you open the box to find, no sugar!Enter N,p to find the mathematical expectation of the number of sugars in the other box.Analysis: First do not say this problem more pits, the first to use a long double to achieve high precision, I first use the double has WA, and later looked at the puzzle is a long doub

Json_decode long integer, loss of precision, why windowxp, how to deal

Json_decode is a long integer with a loss of precision. why is the tid precision lost in the following php conversion process of windowxp? the last four digits, 6788 digits, are changed to 7000. why? Str { quot; receiver_address quot;: quot; Suining city, Sichuan province quot;, quot; receiver_city quot;: quot; Suining City quot;, quot; json_decode long integer, loss of

Optimization of high-precision addition

Improve the efficiency of high-precision operations • The high-precision storage method above is used to represent a large number with an integer array, and each number in the array represents a decimal digit. However, the disadvantage of this approach is that if the number of decimal digits is large, the corresponding array length will be long and the time for high-pre

High precision Power (Java)

High precision Power time limit: Ms | Memory limit: 65535 KB Difficulty: 2 Describe It is a very common problem to calculate high-precision numbers with large numbers and high precision. For example, the calculation of national debt is a question of this kind.Now the problem you're solving is: for a real number R (0.0

PetroChina-High Precision Division-java version

Question G: "High precision" high precision number divided by low precision number I time limit: 1 Sec memory limit: MBSubmitted by: Resolution: 15Submitted State [Discussion Version] Topic description Asura King gathered a large dark elements to display hidden magic, the magic will be in the surrounding space and time to create a hidden effect, of cours

Using C + + for high-precision addition

C + + Internship high-precision additionRecently encountered a C + + implementation of high-precision addition problem, high-precision problems are often ten complex but found that the law found not so complex, here I realized an integer high-precision addition, the main need to pay attention to the following points:1:

Summary of JavaScript floating-point number and operation precision Adjustment

Summary of JavaScript floating-point number and operation precision AdjustmentJavaScript has only one numeric type number, and all the numbers in JavaScript are represented in the IEEE-754 standard format. The accuracy of floating-point numbers is not specific to JavaScript, because some decimals are in binary notation and the number of bits is infinite. Source: thewalker|2015-12-02 10:21 Mobile collection Sharing "

Linux jiffies Timers and Hrtimer high-precision timers "turn"

This article was reproduced from: http://blog.csdn.net/dosculler/article/details/7932315First, jiffies timer, hz=100, precision can only reach 10ms.Note: Use Jiffies+msecs_to_jiffies (xx ms), can achieve MS level, but not enough precision#include #include static struct timer_list ms_timer;//do--> define timer_list struct bodystatic void Ms_timer_handler (void)//do--> defines the timer handler function{PRINT

High-precision timing and High-frequency event generation under Windows

timebeginperiod is used to set the highest timing precision, the highest accuracy of 1ms, if you want to produce an interval of 1ms interrupt, must call Timebeginperiod (1), when the timer is used to use Timeendperiod (1); To restore the default precision. The use of the method is to register a callback function with timeSetEvent () after the Timebeginperiod (1) Call, that is, an interrupt processing proce

Hibernate config file precision and scale

Oracle uses a standard, variable-length internal format to store numbers. This internal format can be up to 38 bits in precision. The number data type can have two qualifiers, such as: Column number (precision, scale) Precision represents a valid bit in a number. If precision is not specified, Oracle uses 38 as t

How to use VC high-precision Multimedia timer (II)

How to use VC high-precision Multimedia timer Author: cnfgg Date: 2009-08-19In VC programming, with SetTimer can define a timer, to the time, the response to OnTimer message, but this timer accuracy is too low. If you need a higher precision timer (accurate to 1ms), you can use the following high-precision multimedia timer for code optimization, can achieve mill

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