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Music Genre Classification Using DenseNet and Data Augmentation
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作者 Dao Thi Le Thuy Trinh Van Loan +1 位作者 Chu Ba Thanh Nguyen Hieu Cuong 《Computer Systems Science & Engineering》 SCIE EI 2023年第10期657-674,共18页
It can be said that the automatic classification of musical genres plays a very important role in the current digital technology world in which the creation,distribution,and enjoyment of musical works have undergone h... It can be said that the automatic classification of musical genres plays a very important role in the current digital technology world in which the creation,distribution,and enjoyment of musical works have undergone huge changes.As the number ofmusic products increases daily and themusic genres are extremely rich,storing,classifying,and searching these works manually becomes difficult,if not impossible.Automatic classification ofmusical genres will contribute to making this possible.The research presented in this paper proposes an appropriate deep learning model along with an effective data augmentation method to achieve high classification accuracy for music genre classification using Small Free Music Archive(FMA)data set.For Small FMA,it is more efficient to augment the data by generating an echo rather than pitch shifting.The research results show that the DenseNet121 model and data augmentation methods,such as noise addition and echo generation,have a classification accuracy of 98.97%for the Small FMA data set,while this data set lowered the sampling frequency to 16000 Hz.The classification accuracy of this study outperforms that of the majority of the previous results on the same Small FMA data set. 展开更多
关键词 Music genre classification Small FMA DenseNet CNN GRU data augmentation
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Music Genre Classification Using African Buffalo Optimization
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作者 B.Jaishankar Raghunathan Anitha +2 位作者 Finney Daniel Shadrach M.Sivarathinabala V.Balamurugan 《Computer Systems Science & Engineering》 SCIE EI 2023年第2期1823-1836,共14页
In the discipline of Music Information Retrieval(MIR),categorizing musicfiles according to their genre is a difficult process.Music genre classifica-tion is an important multimedia research domain for classification of mu... In the discipline of Music Information Retrieval(MIR),categorizing musicfiles according to their genre is a difficult process.Music genre classifica-tion is an important multimedia research domain for classification of music data-bases.In the proposed method music genre classification using features obtained from audio data is proposed.The classification is done using features extracted from the audio data of popular online repository namely GTZAN,ISMIR 2004 and Latin Music Dataset(LMD).The features highlight the differences between different musical styles.In the proposed method,feature selection is per-formed using an African Buffalo Optimization(ABO),and the resulting features are employed to classify the audio using Back Propagation Neural Networks(BPNN),Support Vector Machine(SVM),Naïve Bayes,decision tree and kNN classifiers.Performance evaluation reveals that,ABO based feature selection strategy achieves an average accuracy of 82%with mean square error(MSE)of 0.003 when used with neural network classifier. 展开更多
关键词 genre african buffalo optimization neural network SVM audio data MUSIC
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genre的含义及其汉译 被引量:4
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作者 曾贤模 《贵州大学学报(社会科学版)》 2004年第4期105-108,共4页
genre自古希腊时期开始在多个学科里被人们研究和重视。本文讨论了自上世纪八十年代以来系统功能语言学对genre的研究,发现该术语有两个不同的含义:1.语篇的各种类型;2.某一特定语篇类型的必要组成因素。基于上述发现,论文讨论了现存对g... genre自古希腊时期开始在多个学科里被人们研究和重视。本文讨论了自上世纪八十年代以来系统功能语言学对genre的研究,发现该术语有两个不同的含义:1.语篇的各种类型;2.某一特定语篇类型的必要组成因素。基于上述发现,论文讨论了现存对genre的翻译的不准确性。最后本文建议把第一种含义的genre译成"篇类",第二种含义的genre译成"篇格" 展开更多
关键词 genre 含义 篇类 篇格
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Analysis on the Application of Genre-based Approach to English Teaching 被引量:1
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作者 沈红 《海外英语》 2013年第11X期272-274,共3页
The awareness of applying genre in teaching and learning language has been aroused recently, and the choices of genres are connected closely with teachers' teaching goals and the needs of students. This paper whic... The awareness of applying genre in teaching and learning language has been aroused recently, and the choices of genres are connected closely with teachers' teaching goals and the needs of students. This paper which holds certain pedagogic purpose, analyzes genre-based teaching approach via an analysis on an English text book named Changes (level 1), aiming to help EFL teachers cultivate their genre awareness. 展开更多
关键词 genre ANALYSIS genre-based APPROACH
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Is This a Poem or Notes Towards a Poem?——on Margaret Atwood’s Genre
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作者 杨俊峰 《外语与外语教学》 CSSCI 北大核心 1997年第1期27-30,共4页
文学作品的体裁按照四分法应包括诗歌、小说、散文和戏剧,就诗歌而言,可分为抒情诗和叙事诗。“注释”是否应算作文学体裁家族中的一员则很少有人去探讨。如果“注释”不能算作诗歌,那么,加拿大著名诗人玛格丽特阿特伍德的“Not... 文学作品的体裁按照四分法应包括诗歌、小说、散文和戏剧,就诗歌而言,可分为抒情诗和叙事诗。“注释”是否应算作文学体裁家族中的一员则很少有人去探讨。如果“注释”不能算作诗歌,那么,加拿大著名诗人玛格丽特阿特伍德的“NotesTowardsaPoemThatCanNeverBeWritten”(为一首永远写不成的诗而作的注释)是否应算作诗呢?诗歌的定义又是什么呢?如果说诗歌的基本特征是通过抒发强烈的感受和情绪以反映社会生活,那么,我们应当用一分为二的分析方法来探讨阿特伍德的这些印刷符号。诗可以写不出来,但可以想象出来,甚至口头表达出来。作品中的“你们”、“我们”的关系又是什么?是作者和读者的关系吗? 展开更多
关键词 阿特伍德 定义 诗歌 文学作品 文学体裁 IS Margaret NOTES POEM This TOWARDS Atwood’s genre
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A Genre-Based Approach to the Teaching of Writing 被引量:1
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作者 余丽菲 《海外英语》 2011年第8X期39-40,42,共3页
The essay explains why the writing skill is often perceived to be the most difficult language skill to master; to what extent can a genre approach to teaching writing help students master the skill of writing compare ... The essay explains why the writing skill is often perceived to be the most difficult language skill to master; to what extent can a genre approach to teaching writing help students master the skill of writing compare briefly to other skills such as product approach and process approach; and introduce a new approach process-genre approach. 展开更多
关键词 genre APPROACH process-genre APPROACH
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体裁理论研究概观——兼Understanding Genre一文述评
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作者 朱武汉 《浙江外国语学院学报》 2018年第2期28-32,53,共6页
最近20年来,体裁理论、体裁分析以及体裁教学在我国学界呈现出方兴未艾的趋势。然而,国内的研究对新修辞学派体裁观的关注和应用仍然不足,这就不利于对专业或学术语篇进行多维度的有效分析。本期登载的丹麦哥本哈根大学Auken博士撰写的... 最近20年来,体裁理论、体裁分析以及体裁教学在我国学界呈现出方兴未艾的趋势。然而,国内的研究对新修辞学派体裁观的关注和应用仍然不足,这就不利于对专业或学术语篇进行多维度的有效分析。本期登载的丹麦哥本哈根大学Auken博士撰写的长文Understanding Genre,围绕"体裁是基于日常的情境而产生的典型性的社会行为"这一论断,阐述了该理论和实践研究最基本的六个特征。基于对该文的理解和国内研究现状,我们提出未来体裁研究的建议。 展开更多
关键词 体裁 新修辞学派 UNDERSTANDING genre 概观
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The Application Study on Genre-based Approach in the English Exposition Writing Teaching for Professional College English Major Students
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作者 樊文娟 《海外英语》 2014年第15期49-51,共3页
The previous studies show that the major problems faced by the students in writing can be classified into two categories, that is, they don't know"what to write"and"how to write". The researche... The previous studies show that the major problems faced by the students in writing can be classified into two categories, that is, they don't know"what to write"and"how to write". The researchers found that the specific problems existing in their writings are identified as poor content, incomplete generic structure and misuse of cohesive devices. Therefore, on the basis of the previous studies, this study attempts to use Martin's genre theory to resolve the existed problems of the Professional College English major's students in writing and enhance students' discourse writing ability. Meanwhile, this study tries to answer the following questions:(1) Compared with the traditional writing teaching methods, whether the genre-based writing method has a significant effect to improve students' writing skills;(2) Whether the genre-based writing method is possible to increase students' interest in writing. The experimental result and the questionnaire show that genre-based approach in ESL writing teaching really can improve students' writing achievement and enhance students' interest in English writing. 展开更多
关键词 ESL writing genre Theory genre-based APPROACH Prof
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A Contrastive Genre Analysis of Chinese and American University Admission Brochures
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作者 占小海 许云柯 《海外英语》 2015年第17期239-246,共8页
This study mainly uses the move and step analysis to conduct a contrastive genre analysis on the selected 20 Chinese ad-mission brochures(CABs) and 20 American admission brochures(AABs).Differences in moves,move seque... This study mainly uses the move and step analysis to conduct a contrastive genre analysis on the selected 20 Chinese ad-mission brochures(CABs) and 20 American admission brochures(AABs).Differences in moves,move sequences and step arrange-ments have revealed themselves in this comparison.Firstly,Chinese university admission brochures cast more focus on basic infor-mation about the university,the application procedure and admission criteria,while American universities,besides offering such in-formation,also emphasize the promotional function of the admission brochures.They use appealing and creative moves to commer-cially‘sell'advantages of the university to the potential applicants.Secondly,based on Kress & van Leeuwen's visual grammarsymbolic meaning,images and colors in admission brochures are also explored and analyzed as language.For one thing,after count-ing the frequency of the four categories of images,namely portrait,campus scenery,campus life pictures and graphs,it is foundthat,compared with CABs,AABs have a highly more obvious tendency in using images.The images are used as an effective tool toincrease the sense of credibility,identity-recognition,attract reader's attention,and help understanding,making the facts and in-formation more intuitive.For another thing,the main colors used in the brochures are yet another noticeable feature.Especially inAmerican brochures,universities tend to use their‘traditional colors' in the brochure to achieve a sense of consistency.Some Chi-nese brochures also follow this promotional strategy,yet a large percentage of them do not use any recognizable colors other thanthe printed black and white.Based on these differences,suggestions are put forward from perspectives including choice of movesand steps to improve the quality of CABs,hopefully raising their acceptance in the international level. 展开更多
关键词 ADMISSION BROCHURES genre analysis Move/Step analy
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Genre Analysis of Book Review
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作者 王熙 《海外英语》 2015年第10期84-86,共3页
Schema theory is the first one to explain the process of reading comprehension theory,thus it has a great influence onthe reading teaching.This paper,with a brief introduction of schema theory,and based on the schema ... Schema theory is the first one to explain the process of reading comprehension theory,thus it has a great influence onthe reading teaching.This paper,with a brief introduction of schema theory,and based on the schema mechanism analysis,puts for-ward its application in the China English reading teaching strategies. 展开更多
关键词 genre ANALYSIS MOVES COMMUNICATIVE goals
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A Genre——based Analysis of English Refusal Letters
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作者 费伟 《海外英语》 2014年第12X期228-229,共2页
The present study analyzes ten English refusal letters of two subcategories based on Swales' genre analysis model and finds that difference exists in the generic features of the two subcategorized types. Teachers ... The present study analyzes ten English refusal letters of two subcategories based on Swales' genre analysis model and finds that difference exists in the generic features of the two subcategorized types. Teachers should reveal the underlying rationale behind linguistic features of a specific genre so that students can not only identify genre but also apply it appropriately. 展开更多
关键词 genre ANALYSIS REFUSAL LETTERS TEACHING
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Instructing Mini-saga with Process Genre Approach in Chinese College EFL Writing
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作者 潘俊峰 《海外英语》 2015年第2期115-116,共2页
Mini-saga, a brand-new writing genre, is a short story with exactly 50 words, which can be instructed with process genre approach in Chinese college EFL writing classes. Process genre approach emphasizes both the know... Mini-saga, a brand-new writing genre, is a short story with exactly 50 words, which can be instructed with process genre approach in Chinese college EFL writing classes. Process genre approach emphasizes both the knowledge of context, especially the purpose for writing and skills in using language. Guided by the approach, students need to consider how to achieve certain social purposes in context with appropriate language and structure while composing mini-sagas. Detailed instruction procedures can be designed to instruct students to work out mini-sagas, which can arouse their interest and motivation in English writing, encourage their writing innovation and originality, develop their writing skills, and dig their writing potentials. 展开更多
关键词 mini-saga process genre approach EFL WRITING
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“气”与“理”:中西方“体”与“genre”的对比研究——以《文心雕龙》和《诗学》为例
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作者 牛波 张华 汪博文 《西安工业大学学报》 CAS 2020年第6期681-684,共4页
为了明晰中国古代的“体”与西方的“genre”之间的异同。本文以《文心雕龙》与《诗学》为研究对象,以刘勰和亚里士多德为代表的中西方“体”与“genre”进行比较分析。按其基本内涵与意义指涉:“体”与“genre”同时呈现出对“体裁”... 为了明晰中国古代的“体”与西方的“genre”之间的异同。本文以《文心雕龙》与《诗学》为研究对象,以刘勰和亚里士多德为代表的中西方“体”与“genre”进行比较分析。按其基本内涵与意义指涉:“体”与“genre”同时呈现出对“体裁”之意的强调,中国“体”要比西方“genre”的意义指涉宽泛,前者广涉“文章”、“风格”之意,后者则反复强调“文体”之内涵的重要性。在美学趣味与文艺取向上:中国“体”特别强调作者之“性”的气质美、感性美,重视主体之源,而西方“genre”则侧重于对形式的突显,对主观与客观的协调中突出了理性的重要。 展开更多
关键词 genre 文心雕龙 诗学
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Genre Analysis on Introduction of English Major Masters' Graduation Thesis
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作者 柴晶 张俊梅 《海外英语》 2014年第1X期80-82,共3页
The introduction of the academic paper, as a type of discourse, are not only an indispensable part of the thesis, but also a kind of social behavior with communicative purpose. The introductions are the essence of aca... The introduction of the academic paper, as a type of discourse, are not only an indispensable part of the thesis, but also a kind of social behavior with communicative purpose. The introductions are the essence of academic papers, so it is particularly important for postgraduates to write English introduction. Therefore, the introduction of academic writing, as a genre, has been widely studied for many years. This study analyzes a 50-research-article corpus of English introductions chosen at random with theories relating to genre and genre analysis. These research articles from masters' graduation thesis in the field of applied linguistics(Research Article, i.e. for RA) are analyzed from macro-level and micro-level. And this study is to explore English postgraduates how to choose genre structure, language forms and the communicative purpose that the introductions should achieve. The result shows that some English introductions of the masters' graduation thesis differ from the international general pattern in frequency and quantity of moves, due to the influence of the context. To some extent, this study is significant in teaching academic paper writing. 展开更多
关键词 ACADEMIC THESIS INTRODUCTION genre ANALYSIS MOVE s
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The Application of Genre-based Approach in Teaching English Reading in Mid-level Professional School
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作者 杨莉 《海外英语》 2012年第4X期86-87,共2页
Reading is a complex process,and effective reading is preceded by discourse patterns,namely genre knowledge of the passage structure.Genre-based approach applies the theory of genre and genre analysis to the classroom... Reading is a complex process,and effective reading is preceded by discourse patterns,namely genre knowledge of the passage structure.Genre-based approach applies the theory of genre and genre analysis to the classroom,and develops teaching activities revolving around the schematic structure of a text.It is attempted by teaching genre knowledge to cultivate students' genre awareness under certain social and cultural environment for enhancing their reading comprehension. 展开更多
关键词 genre genre analysis genre-based APPROACH reading
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Genre and Language Feature Analysis of English Print Advertisements
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作者 邓晓佳 《海外英语》 2013年第4X期214-219,共6页
This paper aims to explore the nature of English print advertisements by means of genre analysis and discussion on advertising language features from several pragmatic perspectives.It is suggested that the exquisite a... This paper aims to explore the nature of English print advertisements by means of genre analysis and discussion on advertising language features from several pragmatic perspectives.It is suggested that the exquisite advertisement designs,including both rhetorical moves and the special use of language,serve the common communicative purpose of advertisements-promoting the advertised products or service. 展开更多
关键词 ENGLISH PRINT ADVERTISEMENTS genre ANALYSIS advert
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Defining and Categorizing Genre 被引量:1
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作者 赵靓 《海外英语》 2015年第24期274-275,共2页
Genre is a prevailing term in various disciplines and field, carrying different denotations and connotations in each branch of knowledge. By comparing how genre is defined, categorized and interpreted in different fie... Genre is a prevailing term in various disciplines and field, carrying different denotations and connotations in each branch of knowledge. By comparing how genre is defined, categorized and interpreted in different fields and traditions, this essay tends to provide a better understanding of genre as a term, a concept, a perspective and an approach. 展开更多
关键词 genre DEFINITION CATEGORIZATION INTERPRETATION COMPARISON
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Genre Analysis of Research Dissertation Abstracts
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作者 刘军华 《海外英语》 2011年第15期240-242,共3页
Genre analysis has become one of the most important approaches to text analysis, especially in the field of English for Specific Purposes. Abstract is the essential part of the paper, which helps the readers get initi... Genre analysis has become one of the most important approaches to text analysis, especially in the field of English for Specific Purposes. Abstract is the essential part of the paper, which helps the readers get initial impressions. Because of its particular the usage of communication, it has its special rules and mode. The purpose of this paper was to present the 5-move model characteristic of research dissertation Abstracts, and explore the linguistic characteristics of each move. The analysis started from the macrostructure, i.e from the text as a whole, towards the microstructure which included linguistic description (syntactic and lexical). The results showed that most abstracts followed 5-move model and the linguistic features of this genre. 展开更多
关键词 genre analysis DISSERTATION ABSTRACTS 5-move MODEL
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Comparative Genre Analysis on RA Introductions of Computer Science Using CARS Model
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作者 杨文静 《海外英语》 2013年第21期307-309,共3页
Using Swales’CARS model,the present study combines the methods of quantitative analysis and qualitative analysis and makes a comparative analysis on the moves and steps of RA introductions between Chinese English jou... Using Swales’CARS model,the present study combines the methods of quantitative analysis and qualitative analysis and makes a comparative analysis on the moves and steps of RA introductions between Chinese English journals and international English journals,which will benefit researchers in RA writing and publishing in core English journals. 展开更多
关键词 introduction genre analysis CARS MODEL
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The Shifting Relationship Between Author and Reader in Detective Genres
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作者 杨喆 《疯狂英语(理论版)》 2016年第3期239-241,共3页
This paper,in the frame of Barthes and Foucault's ideas about the"Author",explores the complicated relationship between the author and reader by comparing the classical detective story,Edgar Allen Poe... This paper,in the frame of Barthes and Foucault's ideas about the"Author",explores the complicated relationship between the author and reader by comparing the classical detective story,Edgar Allen Poe's The Murder in the Rue Morgue,and the metaphysical detective story,Paul Auster'City of Glass and Umberto Eco's The Name of the Rose.These two stories investigate the perspectives;the story of crime and the story of investigation. 展开更多
关键词 AUTHOR READER Shifting Relationship Detective genres
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