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Beginner Information Retrieval 5: accuracy rate-recall rate and search engine Evaluation

This article briefly introduces the evaluation methods of search engines. The best way to evaluate the search performance of a search engine from the user's perspective is to calculate the number of documents that the user has browsed when finding a satisfactory document. However, in practice, the query is ever-changing and the document is ever-changing, so this method is not feasible. People put forward the following concepts and established an evaluation standard. There are three common conc

Serialization] fourth lecture on measurement accuracy, repeatability, reproducibility and standard deviation

Serialization] fourth lecture on measurement accuracy, repeatability, reproducibility and standard deviation Http://www.jlbjb.com/edu/show.asp? Id = 443 Metering lectures: General metering terminology lecturesShi changyan, China Institute of Metrology I. Measurement Accuracy refers to the "consistency between measurement results and the truth value of the oil volume" (article 1 of the General metering term

L2 regularization prevents the accuracy change before and after fitting, and the weight initialization

Recently in the look at Depth model processing NLP text classification. Generally in the writing model, the L2 regularization coefficient is set to 0, not to run regularization. There is also a small trick, is the initialization of some weights, such as the weight of each layer of CNN, as well as the weight of the full connection layer and so on. In general, these weights may be randomly initialized and conform to a normal distribution. Although the results have little impact, it will certainly

JAVA overloaded method, when the parameter is null, the processing of the call (accuracy principle)

Introduction: We can think about the output of the following program public class Testnull { public void Show (string a) {System.out.println (" string "); public void Show (object o) {System.out.println (" Object " public static void main (String args[]) {testmain t = new Testmain (); T.show ( null The result of the operation is:StringExplanation (mainly the problem of the accuracy of overloaded function calls):This is explained

Analysis of the accuracy rate of decision tree algorithm and logistic regression algorithm

First we import a set of AIRPLAN.XLSX data.Age in the data table, Flight_count indicates number of flights, base_points_sum indicates mileage, Runoff_flag indicates loss or not, definition 1 is a positive sample, Representative has been lost.Now let's look at the final effect:It can be seen that the accuracy rate of decision tree algorithm and logistic regression algorithm is roughly the same, but the recall rate of decision tree algorithm is much gre

Alibaba AI to break the world record reading comprehension accuracy rate First super human

Click to have a surprise At the beginning of the 2018, artificial intelligence made a major breakthrough. Squad, the top event in the field of machine-reading comprehension, launched by Stanford University on January 11, has cheered the industry on the first time that artificial intelligence has surpassed humans in its history of reading. Alibaba has broken the world record with a 82.440 accuracy rate and surpassed 82.304 of human achievements. Squa

Classification accuracy evaluation and multi-class classification performance evaluation of remote sensing

We know that the classification of remote sensing is uncertain, and its uncertainty is closely related to the evaluation method chosen. This paper mainly introduces four aspects, firstly introduces the development of the classification accuracy evaluation of remote sensing, and then introduces the evaluation method of remote sensing classification accuracy and the indexes of multi-classification performance

Influence of Feature Word Selection Algorithm on text classification accuracy (preface)

Author: finallyliuyu Note: Please indicate the source for data usageDownload Test DataResources include the total accuracy rate of cross-validation in the case that the dataset size is, and, and the feature dimensions are 10, 20, and respectively. The file named textcategorization_0_100_10 indicates that the size of the document set is 200 (100 articles in one category ).Article). The current feature dimension is 10. Linear. (In my experiment, libsvm

10. Confusion matrix, overall classification accuracy, kappa coefficient

First, prefaceThere are many indexes for characterizing classification accuracy, the most common one is the use of confusion matrix, the overall classification accuracy and kappa coefficients.The confusion matrix can clearly see the number of correct classification of each figure and the category and number of the wrong points. However, the confusion matrix can not see the quality of classification

Golf distance accuracy data fitting--gradient descent method detailed

Dataset The data set Pga.csv of this article contains the service statistics for professional golfers, including two attributes: accuracy and distance. Accuracy accuracy describes the ratio of hit lanes (fairways hits), distances describes the average distance of the tee. Our goal is to use distance to predict the hit rate. In golf, the farther a person

The solution to the accuracy error of JS digital calculation

This article is mainly on the JavaScript to avoid the accuracy of digital calculation method is introduced, the need for friends can come to the reference, I hope to help you.What if I ask you 0.1 + 0.2 equals a few? You may give me a supercilious eye, 0.1 + 0.2 = 0.3 Ah, do you still ask? Even the children in kindergarten will answer such a question of pediatrics. But you know, the same problem is in the programming language, perhaps not as simple as

High accuracy algorithm--step, pressure position and its application

When writing a program, it is often necessary to deal with some big data. We know, however, that the maximum number of integers that can be stored in C + + is \ (2^64-1\). When the big data to be processed exceeds this range, it is necessary to use the so-called high-precision algorithm, the principle is actually the simulation of the vertical calculation (special, Division requires trial quotient).When actually writing, we will find that a one-time operation takes a lot of hours, so consider ho

The accuracy of floating-point numbers in Java "Go"

floating-point numbers.Additional:IEEE 754 uses scientific notation to represent floating-point numbers with a decimal number of 2. 32-bit floating-point numbers use 1-bit notation for the number, 8-bit to represent the exponent, and 23 bits to denote the mantissa, which is the fraction of the decimal. An exponent that is a signed integer can have positive or negative points. The fractional part is represented by a binary (base 2) decimal number. For 64-bit double-precision floating-point numbe

How to improve the accuracy of mouse win7 system

1. First, click the Start menu on the keyboard, and then in the Open Start menu, find the Control Panel option and click Enter; 2, in the Open Control Panel interface, first the window to the top right corner of the view to a large icon, and then you can see the mouse in the window options, click this mouse option; 3, in the Open Mouse Settings window, first switch the interface to the pointer options in this column; 4, and then the "Improve pointer precision" option on the bottom of t

The error of calculation accuracy of small and medium java,js

decimal 0.1 and 0.2 into binary: 0.1 = 0.0001 1001 1001 1001 ... (1001 infinite loop) 0.2 = 0.0011 0011 0011 0011 ... (0011 Infinite loop) but the number of bits of our computer's hardware storage is limited and impossible to loop indefinitely, the general double-precision floating-point numbers occupy a total of 64 bits, of which up to 53 bits is a valid precision number (including the sign bit), so when stored: 0.1=>0.0001 1001 1001 1001 1001 1001 1001 1001 1001 1001 1001 1001 10010.2=>0.0011

The accuracy of JS floating-point number

Floating-point number implementation principle, determines the floating point will have a tragedy, that is to calculate the value of 0.3 + 0.3 + 0.3, you can print the results in the console, his value is not what you expect 0.9, but the ugly 0.899999999999999How to deal with this situation.Now available in 3 different scenarios1, no processing. Why don't you have to deal with that? Since 0.8999999999999999 and 0.9 do not have an essential difference when used. 2, display time processing. If you

Time comparison (CompareTo) accuracy of datetime

If the current time is July 19, 2007 13:56 47 secondsConvert.todatetime ("07/07/19"). CompareTo (DateTime.Now) The value returned at this time is "-1"Result: Convert.todatetime ("07/07/19") represents a time less than DateTime.NowReasonThe time represented by Convert.todatetime ("07/07/19") is: 2007-7-19 0:00:00DateTime.Now the time indicated: 2007-7-19 13:56:47If we now only do the exact "day" time comparison, then the two time to the same precision.MethodConvert.todatetime ("07/07/19"). Compar

Icon Design: Successful icon design is the accuracy of information transmission

Web page Production WEBJX article introduction: to Ali before the main work direction client terminal GUI design, here to chat a few words design icon idea, some views may be controversial, purely personal experience. To Ali before the main work direction client terminal GUI design, here to chat a few words design icon idea, some views may be controversial, purely personal experience. The core of the icon design is the accuracy of inform

Use of Spring mvc_handlerinterceptoradapter (not only for all functions of filter, but also for more precise control of interception accuracy)

use of Spring mvc_handlerinterceptoradapter In general, the interception of requests from the browser is implemented using filter, which enables Bean preprocessing and post-processing.Spring MVC interceptors not only implement all the functions of filter, but also control interception accuracy more precisely.Spring provides us with the Org.springframework.web.servlet.handler.HandlerInterceptorAdapter adapter that inherits this class and makes it very

The network accuracy is constant in tensorflow, and the weight initialization nan problem

Recently contacted Deep learning, because the project involves some mobile development problems, but also listened to some of the suggestions of friends, finally decided to choose TensorFlow as the study of deep learning platform. These two days according to the Tflearn official website of the Vggnet demo, with TensorFlow realized Vggnet, but in the training set with 17flowers training, we found that no matter how many iterations, accuracy and loss fu

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