scholarly journals Sentiment Analysis of Chinese Paintings Based on Lightweight Convolutional Neural Network

2021 ◽  
Vol 2021 ◽  
pp. 1-8
Author(s):  
Jianying Bian ◽  
Xiaoying Shen
Keyword(s):  
Sentiment Analysis ◽  
Traditional Culture ◽  
Chinese Painting ◽  
Generalization Ability ◽  
Traditional Art ◽  
Art And Culture ◽  
Classification Tasks ◽  
The One ◽  
Traditional Chinese Painting ◽  
And Training

Chinese painting is one of the representatives of our country’s outstanding traditional culture, and it embodies the long history and intellectual wisdom of the Chinese nation. In the paper, we combine the artistic characteristics of Chinese paintings and use an optimized SqueezeNet model to study the sentiment analysis of Chinese paintings. To make full use of the advantages of lightweight convolutional neural networks, we make two optimizations based on SqueezeNet. On the one hand, expand the model width to obtain more effective Chinese painting sentiment features for classification tasks, thereby improving the classification accuracy of the model. On the other hand, introduce the idea of residual network to prevent gradient disappearance and gradient explosion in the training process, thereby enhancing the model’s generalization ability. To verify the effectiveness of the optimized SqueezeNet model used in the sentiment analysis of Chinese paintings, four kinds of sentiment classifications were carried out on the multitheme Chinese paintings downloaded on the Internet. The results of comparative experiments show that the optimized SqueezeNet model used in this paper can improve the accuracy of classification and has better generalization ability. Finally, the research results of this paper can be applied to the protection of traditional culture, the appreciation of traditional Chinese painting, and art education and training, which is conducive to the inheritance and innovation of the national quintessence and promotes the prosperity and development of traditional art and culture.

Chinese Painting and Traditional Chinese Culture

2015 ◽  
Vol 3 (5) ◽  
pp. 176-181
Author(s):  
Jianxin Luo
Keyword(s):  
Performing Arts ◽  
Chinese Culture ◽  
Traditional Culture ◽  
Chinese Painting ◽  
Traditional Art ◽  
Chinese Traditional Culture ◽  
The World ◽  
Traditional Chinese Culture ◽  
Art Philosophy

Having gone through many generations of inheritance and development, Chinese paintings have become world′s artistic and cultural treasure. Chinese culture has influenced the world for thousands of years with its art, philosophy, technology, food, medicine and performing arts. In this article, it is discussed that painting and calligraphy is from fountain, between the traditional culture and traditional art, which impresses the soul of the Chinese traditional culture.

PHILOSOPHICAL PROPAEDEUTICS IN THE SYSTEM OF PRESCHOOL EDUCATION

2020 ◽  
Vol 22 (11) ◽  
pp. 11-15
Author(s):  
Gan N.Yu. ◽  
Ponomareva L.I. ◽  
Obukhova K.A.
Keyword(s):  
Modern Science ◽  
Preschool Education ◽  
Modern Society ◽  
Social Relevance ◽  
The Social ◽  
Moral Problems ◽  
The Subject ◽  
The One ◽  
The Individual ◽  
And Training

Today, worldview, spiritual and moral problems that have always been reflected in education and upbringing come to the fore in society. In this situation, there is a demand for philosophical categories. One of the priority goals of education in modern conditions is the formation of a reasonable, reflexive person who is able to analyze their actions and the actions of other people. Modern science is characterized by an understanding of the absolute value and significance of childhood in the development of the individual, which implies the need for its multilateral study. In the conditions of democratization of all spheres of life, the child ceases to be a passive object of education and training, and becomes an active carrier of their own meanings of being and the subject of world creation. One of the realities of childhood is philosophizing, so it is extremely timely to address the identification of its place and role in the world of childhood. Children's philosophizing is extremely poorly studied, although the need for its analysis is becoming more obvious. Children's philosophizing is one of the forms of philosophical reflection, which has its own qualitative specificity, on the one hand, and commonality with all other forms of philosophizing, on the other. The social relevance of the proposed research lies in the fact that children's philosophizing can be considered as an intellectual indicator of a child's socialization, since the process of reflection involves the adoption and development of culture. Modern society, in contrast to the traditional one, is ready to "accept" a philosophizing child, which means that it is necessary to determine the main characteristics and conditions of children's philosophizing.

scholarly journals Interclass Interference Suppression in Multi-Class Problems

2021 ◽  
Vol 11 (1) ◽  
pp. 450
Author(s):  
Jinfu Liu ◽  
Mingliang Bai ◽  
Na Jiang ◽  
Ran Cheng ◽  
Xianling Li ◽  
...  
Keyword(s):  
Classification Accuracy ◽  
Cross Validation ◽  
Selection Process ◽  
Interference Suppression ◽  
Generalization Ability ◽  
Suppression Effect ◽  
Binary Classifiers ◽  
The One ◽  
Fold Cross Validation ◽  
Validation Experiments

Multi-classifiers are widely applied in many practical problems. But the features that can significantly discriminate a certain class from others are often deleted in the feature selection process of multi-classifiers, which seriously decreases the generalization ability. This paper refers to this phenomenon as interclass interference in multi-class problems and analyzes its reason in detail. Then, this paper summarizes three interclass interference suppression methods including the method based on all-features, one-class classifiers and binary classifiers and compares their effects on interclass interference via the 10-fold cross-validation experiments in 14 UCI datasets. Experiments show that the method based on binary classifiers can suppress the interclass interference efficiently and obtain the best classification accuracy among the three methods. Further experiments were done to compare the suppression effect of two methods based on binary classifiers including the one-versus-one method and one-versus-all method. Results show that the one-versus-one method can obtain a better suppression effect on interclass interference and obtain better classification accuracy. By proposing the concept of interclass inference and studying its suppression methods, this paper significantly improves the generalization ability of multi-classifiers.

Buddhist art in the museum as a source base of scientific research

2019 ◽  
Author(s):  
Светлана Гарриевна Батырева
Keyword(s):  
Art Criticism ◽  
Traditional Culture ◽  
Museum Collection ◽  
Buddhist Art ◽  
Scientific Center ◽  
Research Activities ◽  
The People ◽  
Initial Work ◽  
The One ◽  
Academy Of Sciences

В настоящей статье рассматривается проблема изучения музейной коллекции буддийского изобразительного искусства Калмыкии, а также сохранения художественного наследия в условиях глобализации культур. Автор ставит цель создать научно обоснованные информационные ресурсы на базе исследования музейных коллекций и экспонатов. Информация составляет суть музейного дела, в основе которого лежит научно-исследовательская деятельность, объединяющая сферы комплектования, учета и хранения фондов, с одной стороны, с другой коммуникативная, связанная с экспозиционно-выставочной деятельностью. Исходными в работе музея являются не только сохраняемый фонд, но и сведения об экспонатах, собираемые в процессе комплектования фонда и создания каталога музейного собрания, состоящего из коллекций. Основываясь на богатой традиции описания и каталогизации предметов искусства, а также применяя современные технологии и искусствоведческие методы, стало возможным подготовить и издать научный каталог коллекций основного фонда Музея традиционной культуры имени Зая-пандиты Калмыцкого научного центра РАН. This article discusses the problem of studying the museum collection of Buddhist fine art in Kalmykia, as well as preserving the artistic heritage in the context of globalization of cultures. The author aims to create scientifically based information resources that include research on museum collections and exhibits. Information is the essence of museum business, which is based on research activities that combine the fields of acquisition, accounting and storage of funds, on the one hand, and on the other hand, communicative activities related to exposition and exhibition activities. The initial work of the museum is not only the preserved fund, but also information about the exhibits collected in the process of acquiring the fund and creating a museum collection catalog consisting of collections. The Zaya-Pandita Museum of Traditional Culture of the Kalmyk Scientific Center of the Russian Academy of Sciences stores and presents in the educational sphere multidisciplinary and largely unique information about the cultural heritage of the people. Based on a rich tradition of describing and cataloging objects of art, as well as using modern technologies and art criticism methods, it has become possible to prepare and publish a scientific catalog of the collections of the main fund of the Zaya-Pandita Museum of Traditional Culture.

scholarly journals Sports Training – Optimizing Mode of Improving the Motric Capacity in Preparation Military Students

2017 ◽  
Vol 22 (1) ◽  
pp. 30-34
Author(s):  
Robert Stănciulescu
Keyword(s):  
Exercise Capacity ◽  
Weather Condition ◽  
Human Potential ◽  
Military Students ◽  
Ideal Model ◽  
High Quality ◽  
The One ◽  
High Level ◽  
And Training ◽  
The Ideal

Abstract Specialized studies show how a fighter should physically be, not just any fighter, but the one who possesses the qualities and features of the ideal model, i.e. those elements that define the near-perfect fighter. The demands of the modern battlefield impose a high quality human potential that provides a good basis for the selection and training of fighters. Resistance to physical, climate, season and weather condition demands, to the prolonged efforts fighting requires is one of the important conditions of success. The paper presents information with particular impact in optimizing exercise capacity for future officers of the land forces, emphasizing once again the idea that a high level of motric ability is an essential objective.

scholarly journals RADIATION HYGIENIC ASPECTS OF THE SAFETY CONTROL OF THE PERSONNEL

2019 ◽  
Vol 96 (9) ◽  
pp. 878-882
Author(s):  
Anatoly V. Simakov ◽  
Yu. V. Abramov ◽  
N. L. Proskuryakova
Keyword(s):  
Radiation Protection ◽  
Occupational Safety ◽  
Radiation Safety ◽  
Education And Training ◽  
Safety Control ◽  
Managerial Decisions ◽  
The One ◽  
Analytical System ◽  
And Training ◽  
Selection Of

Control of the radiation safety of workers is the one of the principal tasks of regulatory bodies responsible for the radiation safety and protection. This task is solved through the implementation of a set of organizational and technical measures, including:1) Organization and the execution of radiation monitoring; 2) Prediction of exposure doses to workers; 3) Selection of workers for the execution of radiation hazardous operations including emergency remedial works; 4) Planning of activities to implement the principle of the optimization of radiation protection; 6) Development and establishment of reference levels of exposure to radiation factors; 5) Organization of education and training of the personnel; 7) Continuous improvement of the occupational safety culture etc. The paper describes main actions of the management of radiation facilities aimed at the implementation of the above mentioned measures. Special attention is paid to the selection of the personnel of the required qualifications, possessing a sufficient reserve of an individual dose, to carry out radiation hazardous operations, to predict radiation doses to justify the development of the necessary protective measures and to plan actions to implement the principle of optimization of the radiation protection. The active use of the computer information and analytical system for the management of the protection from the occupational radiation is recommended. This system should include: 1. Database of individual occupational doses; 2. Database of radiation parameters characterizing the situation in workshops and at the industrial site of the radiation facility; 3. Software package for education and training of the personnel. The making of managerial decisions for the radiation protection of the personnel is aimed at increasing in the occupational reliability and, ultimately, improving the safety of radiation facilities, maintaining health and increasing the professional longevity of workers.

scholarly journals TEXT SENTIMENT ANALYSIS BASED ON CNNS AND SVM

2019 ◽  
Vol 7 (6) ◽  
pp. 77-83 ◽  
Author(s):  
Dr. C. Arunabala ◽  
P. Jwalitha ◽  
Soniya Nuthalapati
Keyword(s):  
Machine Learning ◽  
Neural Networks ◽  
Sentiment Analysis ◽  
Expressive Power ◽  
Sentiment Classification ◽  
Experimental Results ◽  
Analysis Method ◽  
Mapping Functions ◽  
Generalization Ability ◽  
Text Sentiment Analysis

The traditional text sentiment analysis method is mainly based on machine learning. However, its dependence on emotion dictionary construction and artificial design and extraction features makes the generalization ability limited. In contrast, depth models have more powerful expressive power, and can learn complex mapping functions from data to affective semantics better. In this paper, a Convolution Neural Networks (CNNs) model combined with SVM text sentiment analysis is proposed. The experimental results show that the proposed method improves the accuracy of text sentiment classification effectively compared with traditional CNN, and confirms the effectiveness of sentiment analysis based on CNNs and SVM

scholarly journals Decoding the Visual Characteristics of Chinese Painting Strokes-A Study on Gao Gu You Si Stroke

2021 ◽  
Vol 236 ◽  
pp. 05093
Author(s):  
Xue Hu ◽  
Eakachat Joneurairatana ◽  
Sone Simatrang
Keyword(s):  
Visual Culture ◽  
Le Corbusier ◽  
Visual Design ◽  
Chinese Painting ◽  
Cultural Characteristics ◽  
Local Characteristics ◽  
Visual Characteristics ◽  
The Aesthetic ◽  
The One ◽  
Aesthetic Characteristics

The architect Le Corbusier once said this theory: Design has local characteristics and universal characteristics. Local characteristics are greatly influenced by culture. The strokes are the one essence of Chinese painting that characteristics of the strokes are unique to Chinese visual culture. Among Chinese painting strokes, Eighteen Strokes are the typical representative of the aesthetics of Chinese visual culture. However, the current research on the cultural characteristics of Eighteen Strokes is insufficient. The objective of this article is taking Xie He’s Six Canons as the theory to decode the content of the aesthetic characteristics of the Gao Gu You Si Stroke (one of the Eighteen Strokes), then to get the visual cultural characteristics of Chinese painting strokes and the fundamental perspective characteristics of the inheritance visual cultural. Based on this, this article will use the Content Analysis Approach to conduct research, by decoding the aesthetic content of the Chinese painting strokes to construct the personality and characteristics required by Chinese visual design.

The Interior Design Study on Modern Underground Stations in Europe Countries

2012 ◽  
Vol 174-177 ◽  
pp. 1780-1783
Author(s):  
Yan Chen ◽  
Mo Fei Lin ◽  
Jian Tang ◽  
Shen Jian Hu
Keyword(s):  
Interior Design ◽  
Public Spaces ◽  
Functional Requirement ◽  
Functional Aspect ◽  
Design Study ◽  
Traditional Art ◽  
Modern Cities ◽  
Art And Culture ◽  
Underground Station ◽  
Fast Rhythm

Nowadays, in modern cities, the underground station is becoming one of the most important public spaces. With the fast rhythm of modern people’s life, the previous small station is unable to satisfy their demands not only in any functional aspect but also in appearance. Therefore, to create a modern underground station is particularly important for satisfying the functional requirement and for protecting the traditional art and culture. This essay will talk about the interior design for modern underground stations in Europe countries.

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