A method for judging the creation age of literary works based on word vectors
A technology for literary works and determination methods, which is applied to the determination of the creation age of literary works based on word vectors, and the age identification of works with unknown ages in the fields of literature and history, achieving the effects of simple implementation process, good applicability, and high reliability
Active Publication Date: 2021-09-24
DALIAN UNIV OF TECH
View PDF0 Cites 0 Cited by
- Summary
- Abstract
- Description
- Claims
- Application Information
AI Technical Summary
Problems solved by technology
[0006] In order to solve the problems existing in the existing methods for determining the age of literary works, the present invention provides an efficient and simple method for determining the creation age of literary works based on word vectors. First, the word vector technology is used to represent the age of works created in different ages style, and then determine the creation age of the work by comparing the differences in the styles of the times
Method used
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View moreImage
Smart Image Click on the blue labels to locate them in the text.
Smart ImageViewing Examples
Examples
Experimental program
Comparison scheme
Effect test
Embodiment Construction
[0025] The specific embodiments described are only used to illustrate the implementation of the present invention, and do not limit the scope of the present invention. Embodiments of the present invention will be described in detail below in conjunction with the accompanying drawings. as attached figure 2 As shown, the overall implementation process includes four steps, and the following is a detailed description for each step:
[0026] The first step is to divide the candidate age intervals
[0027] Given a literary work whose creation date is unknown, denote it as L; limit the creation period of L to a certain time range, and denote this time range as P; divide P into several sub-intervals that do not overlap each other in time, denote for P={p 1 ,p 2 ,...,p i ,...,p n}. Ultimately, the goal of the task becomes to select a subinterval from P as the creation age of L. When dividing sub-intervals, try to use the existing experience to divide more reasonable candidate ...
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More PUM
Login to View More Abstract
The invention belongs to the field of computer applications, and discloses a method for judging the creation age of literary works based on word vectors. The creation age of the works is judged by using the difference in style of the works created in different ages. The process is as follows: limit the age of the text to be determined to several candidate age intervals, collect the corpus corresponding to the text to be determined and each candidate age interval; use the collected corpus to train word vectors based on the neural network language model; use the collected several The corpus calculation can represent the era style vector of the writing style of the era to which the corpus belongs; by comparing the differences of the style vectors of each era, find out the age most similar to the writing style of the text to be determined to complete the determination. The present invention uses the excellent characteristics of word vectors to realize style characterization and judgment based on a large amount of text corpus, and the obtained judgment results have high reliability; in addition, the implementation process of the present invention is simple and has good applicability.
Description
technical field [0001] The invention belongs to the field of computer applications, in particular to a method for determining the age of literary works based on word vectors, which can be specifically applied to the age identification of works with unknown ages in the fields of literature and history. Background technique [0002] In the field of natural language processing, the representation of words in text is a basic and important technology. In recent years, the technology of training word vectors based on neural networks has been greatly developed, which can represent each word in the text as a vector in continuous space. In this way, the similarity between words can be measured by the similarity between vectors. Different from the traditional one-hot representation method, which expresses each word as an atomic unit without semantic information, the word representation obtained by word vector technology contains rich grammatical and semantic information, so word vect...
Claims
the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More Application Information
Patent Timeline
Login to View More Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/35G06F40/253G06F40/289G06F40/30
CPCG06F40/253G06F40/289G06F40/30
Inventor 姚念民王贺
Owner DALIAN UNIV OF TECH