CN113656607A - Text mining device and storage medium - Google Patents

Text mining device and storage medium Download PDF

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Publication number
CN113656607A
CN113656607A CN202110954922.6A CN202110954922A CN113656607A CN 113656607 A CN113656607 A CN 113656607A CN 202110954922 A CN202110954922 A CN 202110954922A CN 113656607 A CN113656607 A CN 113656607A
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China
Prior art keywords
module
text mining
text
storage
storage medium
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CN202110954922.6A
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Chinese (zh)
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宋鸿立
赵丹
宋一佳
宋雨倩
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Zhengzhou University of Light Industry
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Zhengzhou University of Light Industry
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Priority to CN202110954922.6A priority Critical patent/CN113656607A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/38Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/383Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/30Information retrieval; Database structures therefor; File system structures therefor of unstructured textual data
    • G06F16/35Clustering; Classification

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Library & Information Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

The invention discloses a text mining device and a storage medium, wherein the text mining device comprises a processor, and an information receiving and transmitting module is electrically connected to the output end of the processor in a bidirectional mode. The invention has the advantages of improving the efficiency, the accuracy and the safety of text mining by arranging the text mining module, the selecting module, the classifying module, the vectorizing module, the model processing module, the comparison judging module, the storing module, the coded lock module, the characteristic determining module, the character predicting module, the loss determining module, the parameter adjusting module and the memory to be matched with each other, can input the obtained problems of the target entity and the target characteristic and the target text into the pre-constructed answer predicting model, can accurately predict the initial position and the end position of the answer in the target text, increases the answer recognition accuracy, can lock the text and improve the safety of the text.

Description

Text mining device and storage medium
Technical Field
The invention relates to the technical field of texts, in particular to a text mining device and a storage medium.
Background
Text, which refers to the representation of a written language, is, from a grammatical point of view, usually a sentence or a combination of sentences having a complete, systematic meaning, a text can be a sentence, a paragraph or a chapter, and is broadly "text": any words fixed by writing, (licore) narrowly defined "text": the literary entity composed of language words, which refers to 'works', forms an independent and self-sufficient system relative to the author and the world, and is a document type of a computer, the documents are mainly used for recording and storing word information, but not images, sounds and formatted data, and common text documents have extensions of txt, doc, docx, wps and the like.
The existing text mining method has the following defects: in the existing text mining, a large amount of training texts are input into a neural network, a general analysis model can be obtained after learning and training, so that answers are found, and although the answers can be mined from the texts, the answer mining method is low in efficiency, low in accuracy of answers provided for users to questions and low in safety.
Disclosure of Invention
The invention aims to provide a text mining device and a storage medium, which have the advantages of improving the efficiency, accuracy and safety of text mining, and solve the problems that the existing text mining inputs a large amount of training texts into a neural network, and a general analysis model can be obtained after learning and training so as to find answers, and although the answers can be mined from the texts, the efficiency of the answer mining method is lower, the accuracy of answers provided for users is not high, and the safety is lower.
In order to achieve the purpose, the invention provides the following technical scheme: a text mining device and a storage medium comprise a text mining device, wherein the text mining device comprises a processor, the output end of the processor is electrically connected with an information receiving and transmitting module in a bidirectional way, the output end of the information receiving and transmitting module is electrically connected with a cloud end in a bidirectional way, the input end of the processor is unidirectionally and electrically connected with an operation module, the output end of the processor is unidirectionally and electrically connected with a display module, the output end of the processor is electrically connected with a text mining module in two directions, the text mining module comprises a selection module, a classification module, a vectorization module and a model processing module, the output end of the text mining module is electrically connected with a comparison and judgment module in a bidirectional way, the output end of the comparison and judgment module is electrically connected with the input end of the processor in a bidirectional way, the output end of the processor is electrically connected with a storage module in a bidirectional mode, and the output end of the processor is electrically connected with a coded lock module in a bidirectional mode.
Preferably, the operation module comprises an operation keyboard and an operation mouse respectively, and the back sides of the operation keyboard and the operation mouse are both placed on the desktop plate.
Preferably, the display module is electrically connected with a computer display screen, and the back of the computer display screen is placed on the table top plate.
Preferably, the model processing module comprises a feature determination module, a character prediction module, a loss determination module and a parameter adjustment module respectively.
Preferably, the storage module is electrically connected with a storage, the back of the storage is fixedly mounted on the inner wall of the text mining device, the storage module and the storage are both storage media, and the storage media store computer programs.
Preferably, the back of the processor is fixedly mounted on the inner wall of the text mining device, and the back of the information transceiver module is fixedly mounted on the inner wall of the text mining device.
Compared with the prior art, the invention has the following beneficial effects:
1. the invention has the advantages of improving the efficiency, the accuracy and the safety of text mining by arranging the text mining module, the selecting module, the classifying module, the vectorizing module, the model processing module, the comparison judging module, the storing module, the coded lock module, the characteristic determining module, the character predicting module, the loss determining module, the parameter adjusting module and the memory to be matched with each other, can input the obtained problems of the target entity and the target characteristic and the target text into the pre-constructed answer predicting model, can accurately predict the initial position and the end position of the answer in the target text, increases the answer recognition accuracy, can lock the text and improve the safety of the text.
2. The invention has the functions of automatic excavation and high excavation accuracy by arranging the text excavation module, the selection module, the classification module, the vectorization module and the model processing module to be mutually matched, by arranging the model processing module, the characteristic determining module, the character predicting module, the loss determining module and the parameter adjusting module to be mutually matched, the function of automatic model processing is realized, by arranging the comparison and judgment module, the mining precision is improved, by arranging the storage module and the memory, the data can be conveniently stored, by arranging the coded lock module, the automatic locking function is achieved for the text, the operation of a user is facilitated by arranging the operation module, the operation keyboard and the operation mouse to be matched with each other, and the checking function of the user is facilitated by arranging the display module and the computer display screen.
Drawings
FIG. 1 is a schematic diagram of the system of the present invention;
FIG. 2 is a schematic diagram of a system of operational modules of the present invention;
FIG. 3 is a schematic diagram of a model processing module system of the present invention.
Detailed Description
The technical solutions in the embodiments of the present invention will be clearly and completely described below with reference to the drawings in the embodiments of the present invention, and it is obvious that the described embodiments are only a part of the embodiments of the present invention, and not all of the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present invention.
In the description herein, it is to be understood that the terms "center," "upper," "lower," "front," "rear," "left," "right," "vertical," "horizontal," "top," "bottom," "inner," "outer," and the like are used in the orientations and positional relationships indicated in the drawings to facilitate the description of the patent and to simplify the description, but do not indicate or imply that the referenced device or element must have a particular orientation, be constructed and operated in a particular orientation, and thus are not to be considered limiting of the patent. In the description of the present application, it should be noted that unless otherwise explicitly stated or limited, the terms "mounted," "connected," and "disposed" are to be construed broadly and can, for example, be fixedly connected, disposed, detachably connected, disposed, or integrally connected and disposed. The specific meaning of the above terms in this patent may be understood by those of ordinary skill in the art as appropriate.
Referring to fig. 1-3, a text mining device and a storage medium, comprising a text mining device, the text mining device comprises a processor, an information receiving and transmitting module is electrically connected with the output end of the processor in a bidirectional manner, the output end of the information receiving and transmitting module is electrically connected with a cloud in a bidirectional manner, an operation module is electrically connected with the input end of the processor in a unidirectional manner, a display module is electrically connected with the output end of the processor in a unidirectional manner, the output end of the processor is electrically connected with a text mining module in a bidirectional manner, the text mining module comprises a selecting module, a classifying module, a vectorizing module and a model processing module, the output end of the text mining module is electrically connected with a comparing and judging module in a bidirectional manner, the output end of the comparing and judging module is electrically connected with the input end of the processor in a bidirectional manner, the output end of the processor is electrically connected with a storage module in a bidirectional manner, the output end of the processor is electrically connected with a password lock module in a bidirectional manner, and the operation module comprises an operation keyboard and an operation mouse respectively, the back of the operation keyboard and the back of the operation mouse are both arranged on the desktop plate, the display module is electrically connected with a computer display screen, the back of the computer display screen is arranged on the desktop plate, the model processing module respectively comprises a characteristic determining module, a character predicting module, a loss determining module and a parameter adjusting module, the storage module is electrically connected with a storage, the back of the storage is fixedly arranged on the inner wall of the text excavating device, the storage module and the storage are both storage media, computer programs are stored on the storage media, the back of the processor is fixedly arranged on the inner wall of the text excavating device, the back of the information receiving and transmitting module is fixedly arranged on the inner wall of the text excavating device, the text excavating module, the selecting module, the classifying module, the vectorizing module and the model processing module are matched with each other to achieve the effects of automatic excavating and high excavating accuracy, and the model processing module, the display module, the information processing module, the text excavating module, the model processing module, the text excavating module, the storage module, the information processing module, the storage module, the vectorizing module, the storage module and the storage module, the storage, The device comprises a characteristic determining module, a character predicting module, a loss determining module and a parameter adjusting module which are matched with each other to play a role in automatically processing a model, a contrast judging module is arranged to play a role in contrast judgment to improve mining accuracy, a storage module and a storage device are arranged to play a role in conveniently storing data, a coded lock module is arranged to play a role in automatically locking a text, an operation module, an operation keyboard and an operation mouse are arranged to be matched with each other to play a role in facilitating operation of a user, a display module and a computer display screen are arranged to play a role in facilitating check of the user, and a text mining module, a selecting module, a classifying module, a vectorizing module, a model processing module, a contrast judging module, a storage module, a coded lock module, a characteristic determining module, a character predicting module, a loss determining module, a text processing module, a, The parameter adjusting module and the storage are matched with each other, the advantages of improving text mining efficiency, accuracy and safety are achieved, the obtained problems of the target entities and the target characteristics and the target text can be input into a pre-constructed answer prediction model, the initial position and the end position of the answer in the target text can be accurately predicted, answer recognition accuracy is increased, meanwhile, the text can be locked, and the text safety is improved.
When the text mining module is used, the text mining module is used for acquiring a mined text from an original text, the comparison judging module judges whether the mined text meets a preset condition, and if the mined text does not meet the preset condition, the mined text is input into the text mining module as the original text to acquire a second mined text; if the mined text meets the preset condition, outputting the mined text, selecting a module for selecting the corpus from the original text according to a preset matching rule, classifying the corpus into related corpus and irrelevant corpus according to whether the corpus is related to the mined target, vectorizing the related corpus to obtain vectorized corpus, inputting the vectorized corpus into a preset model to obtain the mined text, matching the text mining module, the selecting module, the classifying module, the vectorizing module and the model processing module to play a role in automatic mining and high mining accuracy, matching the model processing module, the feature determining module, the character predicting module, the loss determining module and the parameter adjusting module to play a role in automatic model processing, and setting a comparison and judgment module, the effect of contrast judgement is played, the precision is excavated in the improvement, through setting up storage module and accumulator, plays the effect of conveniently storing data, through setting up the trick lock module, plays the effect of automatic locking to the text to the advantage that improves text excavation efficiency, the degree of accuracy and security has been reached.
The control mode of the present invention is automatically controlled by a controller, the control circuit of the controller can be realized by simple programming by a person skilled in the art, and the present application document is mainly used for protecting mechanical devices, so the present application document does not explain the control mode and the circuit connection in detail, and the detailed description is not provided herein.
Although embodiments of the present invention have been shown and described, it will be appreciated by those skilled in the art that changes, modifications, substitutions and alterations can be made in these embodiments without departing from the principles and spirit of the invention, the scope of which is defined in the appended claims and their equivalents.

Claims (6)

1. A text mining device and storage medium, including the text mining device, characterized by: the text mining device comprises a processor, the two-way electricity of output of treater is connected with information transceiver module, the two-way electricity of output of information transceiver module is connected with the high in the clouds, the one-way electricity of input of treater is connected with operation module, the one-way electricity of output of treater is connected with display module, the two-way electricity of output of treater is connected with the text mining module, the text mining module is including selecting module, classification module, vectorization module and model processing module, the two-way electricity of output of text mining module is connected with the contrast and judges the module, the output of contrast judgement module is connected with the two-way electricity of input of treater, the two-way electricity of output of treater is connected with storage module, the two-way electricity of output of treater is connected with the trick lock module.
2. The text mining apparatus and storage medium of claim 1, wherein: the operation module comprises an operation keyboard and an operation mouse respectively, and the back surfaces of the operation keyboard and the operation mouse are placed on the desktop plate.
3. The text mining apparatus and storage medium of claim 1, wherein: the display module is electrically connected with a computer display screen, and the back of the computer display screen is placed on the desktop plate.
4. The text mining apparatus and storage medium of claim 1, wherein: the model processing module comprises a characteristic determining module, a character predicting module, a loss determining module and a parameter adjusting module respectively.
5. The text mining apparatus and storage medium of claim 1, wherein: the storage module is electrically connected with a storage, the back of the storage is fixedly installed on the inner wall of the text mining device, the storage module and the storage are both storage media, and a computer program is stored in the storage media.
6. The text mining apparatus and storage medium of claim 1, wherein: the back of the processor is fixedly arranged on the inner wall of the text mining device, and the back of the information transceiver module is fixedly arranged on the inner wall of the text mining device.
CN202110954922.6A 2021-08-19 2021-08-19 Text mining device and storage medium Pending CN113656607A (en)

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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108052577A (en) * 2017-12-08 2018-05-18 北京百度网讯科技有限公司 A kind of generic text content mining method, apparatus, server and storage medium
CN110377686A (en) * 2019-07-04 2019-10-25 浙江大学 A kind of address information Feature Extraction Method based on deep neural network model
CN111753082A (en) * 2020-03-23 2020-10-09 北京沃东天骏信息技术有限公司 Text classification method and device based on comment data, equipment and medium

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108052577A (en) * 2017-12-08 2018-05-18 北京百度网讯科技有限公司 A kind of generic text content mining method, apparatus, server and storage medium
CN110377686A (en) * 2019-07-04 2019-10-25 浙江大学 A kind of address information Feature Extraction Method based on deep neural network model
CN111753082A (en) * 2020-03-23 2020-10-09 北京沃东天骏信息技术有限公司 Text classification method and device based on comment data, equipment and medium

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
张丐卓: "文本挖掘及其在信息内容安全中的应用", 《华北科技学院学报》, vol. 15, no. 2, pages 116 - 120 *

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