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Automatic Music Summarization Using Vector Quantization and Segment Similarity

  • Kim, Sang-Ho;Kim, Sung-Tak;Kim, Hoi-Rin
    • The Journal of the Acoustical Society of Korea
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    • v.27 no.2E
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    • pp.51-56
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    • 2008
  • In this paper, we propose an effective method for music summarization which automatically extracts a representative part of the music by using signal processing technology. Proposed method uses a vector quantization technique to extract several segments which can be regarded as the most important contents in the music. In general, there is a repetitive pattern in music, and human usually recognizes the most important or catchy tune from the repetitive pattern. Thus the repetition which is extracted using segment similarity is considered to express a music summary. The segments extracted are again combined to generate a complete music summary. Experiments show the proposed method captures the main theme of the music more effectively than conventional methods. The experimental results also show that the proposed method could be used for real-time application since the processing time in generating music summary is much faster than other methods.

Design of an Automatic Summary System for Minutes Using Virtual Reality

  • Amsuk Oh
    • Journal of information and communication convergence engineering
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    • v.21 no.3
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    • pp.239-243
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    • 2023
  • Owing to the environment in which it has become difficult to face people, on-tact communication has been activated, and online video conferencing platforms have become indispensable collaboration tools. Although costs have dropped and productivity has improved, communication remains poor. Recently, various companies, including existing online videoconferencing companies, have attempted to solve communication problems by establishing a videoconferencing platform within the virtual reality (Virtual Reality) space. Although the VR videoconference platform has only improved upon the benefits of existing video conferences, the problem of manually summarizing minutes because there is no function to summarize minute documents still remains. Therefore, this study proposes a method for establishing a meeting minute summary system without applying cases to a VR videoconference platform. This study aims to solve the problem of communication difficulties by combining VR, a metaverse technology, with an existing online video conferencing platform.

Automatic Quality Evaluation with Completeness and Succinctness for Text Summarization (완전성과 간결성을 고려한 텍스트 요약 품질의 자동 평가 기법)

  • Ko, Eunjung;Kim, Namgyu
    • Journal of Intelligence and Information Systems
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    • v.24 no.2
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    • pp.125-148
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    • 2018
  • Recently, as the demand for big data analysis increases, cases of analyzing unstructured data and using the results are also increasing. Among the various types of unstructured data, text is used as a means of communicating information in almost all fields. In addition, many analysts are interested in the amount of data is very large and relatively easy to collect compared to other unstructured and structured data. Among the various text analysis applications, document classification which classifies documents into predetermined categories, topic modeling which extracts major topics from a large number of documents, sentimental analysis or opinion mining that identifies emotions or opinions contained in texts, and Text Summarization which summarize the main contents from one document or several documents have been actively studied. Especially, the text summarization technique is actively applied in the business through the news summary service, the privacy policy summary service, ect. In addition, much research has been done in academia in accordance with the extraction approach which provides the main elements of the document selectively and the abstraction approach which extracts the elements of the document and composes new sentences by combining them. However, the technique of evaluating the quality of automatically summarized documents has not made much progress compared to the technique of automatic text summarization. Most of existing studies dealing with the quality evaluation of summarization were carried out manual summarization of document, using them as reference documents, and measuring the similarity between the automatic summary and reference document. Specifically, automatic summarization is performed through various techniques from full text, and comparison with reference document, which is an ideal summary document, is performed for measuring the quality of automatic summarization. Reference documents are provided in two major ways, the most common way is manual summarization, in which a person creates an ideal summary by hand. Since this method requires human intervention in the process of preparing the summary, it takes a lot of time and cost to write the summary, and there is a limitation that the evaluation result may be different depending on the subject of the summarizer. Therefore, in order to overcome these limitations, attempts have been made to measure the quality of summary documents without human intervention. On the other hand, as a representative attempt to overcome these limitations, a method has been recently devised to reduce the size of the full text and to measure the similarity of the reduced full text and the automatic summary. In this method, the more frequent term in the full text appears in the summary, the better the quality of the summary. However, since summarization essentially means minimizing a lot of content while minimizing content omissions, it is unreasonable to say that a "good summary" based on only frequency always means a "good summary" in its essential meaning. In order to overcome the limitations of this previous study of summarization evaluation, this study proposes an automatic quality evaluation for text summarization method based on the essential meaning of summarization. Specifically, the concept of succinctness is defined as an element indicating how few duplicated contents among the sentences of the summary, and completeness is defined as an element that indicating how few of the contents are not included in the summary. In this paper, we propose a method for automatic quality evaluation of text summarization based on the concepts of succinctness and completeness. In order to evaluate the practical applicability of the proposed methodology, 29,671 sentences were extracted from TripAdvisor 's hotel reviews, summarized the reviews by each hotel and presented the results of the experiments conducted on evaluation of the quality of summaries in accordance to the proposed methodology. It also provides a way to integrate the completeness and succinctness in the trade-off relationship into the F-Score, and propose a method to perform the optimal summarization by changing the threshold of the sentence similarity.

Automatic Document Summary Technique Using Fuzzy Theory (퍼지이론을 이용한 자동문서 요약 기술)

  • Lee, Sanghoon;Moon, Seung-Jin
    • KIPS Transactions on Software and Data Engineering
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    • v.3 no.12
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    • pp.531-536
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    • 2014
  • With the very large quantity of information available on the Internet, techniques for dealing with the abundance of documents have become increasingly necessary but the problem of processing information in the documents is still technically challenging and remains under study. Automatic document summary techniques have been considered as one of critical solutions for processing documents to retain the important points and to remove duplicated contents of the original documents. In this paper, we propose a document summarization technique that uses a fuzzy theory. Proposed summary technique solves the ambiguous problem of various features determining the importance of the sentence and the experiment result shows that the technique generates better results than other previous techniques.

Korean Information Summary System for National R&D Projcet Information Summary (국가R&D과제정보 요약을 위한 한국어 정보요약 시스템)

  • Lee, Jong-Won;Kim, Tae-Hyun;Shin, Dong-Gu;Jo, Woo-Seung
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2022.10a
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    • pp.72-74
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    • 2022
  • The National Science and Technology Knowledge Information Service (NTIS) provides information on national R&D projects. Project information consists of meta-information such as 'project name', 'project performance institution', 'research manager name', and text explaining projects such as 'research goal', 'research content', and 'expected effect'. There is a problem that it takes a lot of time to find the desired project information by checking all of the "research goals" or "research contents" in the list of results of searching for 1 million project information. To solve this problem, this paper proposes a project information summary system that summarizes the parts consisting of long texts within the national R&D project information. By analyzing the linguistic characteristics of the Korean language, a preprocessor was built and a project information summary model based on natural language processing technology was developed to process preprocessed text information. Through this, project information composed of long sentences is provided in a compressed and summarized form, which will help users to easily and quickly infer the overall content with the summary information alone.

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Evaluation of Elementary School Foodservice Menus on Its Contents and Diversity of the Food Served. (한국 초등학교 급식 식단의 영양가 및 식품 구성의 다양성 평가)

  • 정현주
    • Journal of Nutrition and Health
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    • v.30 no.7
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    • pp.854-869
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    • 1997
  • This study was conducted to evaluation the quality of meals served in elementary school based on nutrient contents and food diversity . A questionnaire was mailed to school foodservice dietitians requesting one week menus for April and October . Menus served in 388 schools from each province and from major cities in Korea were analyzed. Mean nutrient contents per meal of persons served, and food expenses per meal. Mean percentages of energy from fat was 20.2% , and was significantly l different by foodservice system. When nutrient contents were converted to amount per 1, 000kcal, all were higher than that calculated from RDA except calcium, iron, and Vitamin A. Most of these were not significantly different according to area, foodservice system, the number of persons served, and food expense per meal. Compared to 1/3 of RDA for children , many meals provided lower amounts of energy, Vit A, VitB2, and Ca. More than half of the meals provided less iron than 1/3 RDA for 10-12 years girls. Using the highest values of RDA for the elementary school age group as evaluation, criteria nutrient adequacy ratios(NAR) were lowest for Ca(0.61), Vit A(0.57), and iron(0.77). The mean adequacy ratio(MAR) was 0.86. Mean numbers of food items and dishes per meal were 15.3 and 5.1 , respectively. 66.3% of the meals provided three food groups of grain, meat, and vegetable. Except for the number of different food items served per meal, the aspect of food diversity was similar to that of nutrient contents. There was significant positive correlation between mean number of different food items served per meal and nutrient content . In summary , schools in small cities and rural areas than those in large cities, schools adapting commissary or joint management than those or density. Also the more food groups served per meal, the higher the nutrient content per meal . In summary , schools in small cities and rural areas than those in large cities, schools adapting commissary or joint management than those adapting conventional foodservice system, schools serving smaller number of persons, and schools with higher food expenses provided higher energy contents and food diversity.

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Summary Indexing Scheme for Subgraph Matching Considering Structural Differences (구조적 차이를 고려한 서브 그래프 매칭을 위한 요약 색인 기법)

  • Choi, do-jin;Bok, kyoung-soo;Yoo, jae-soo
    • Proceedings of the Korea Contents Association Conference
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    • 2019.05a
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    • pp.447-448
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    • 2019
  • 생명 공학 분야에서는 노이즈가 많고 불완전한 데이터 집합의 사용이 많이 이루어진다. 불완전한 그래프에서 구조적 차이를 고려한 근사 서브 그래프 매칭에 대한 활용이 이루어지고 있다. 본 논문에서는 기존 기법에서 모든 데이터 및 경우의 수를 색인하는 과도한 색인 문제와 계산 비용 감소를 위한 요약 색인 기법을 제안한다. 구조적 차이 정보를 저장하기 위해서 특정 정점간의 최단 거리 값을 관리하고, 색인 부하 감소 및 일관성을 위해 요약 색인에 대한 간결화 작업을 수행한다.

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Approximate Top-k Subgraph Matching Scheme Considering Data Reuse in Large Graph Stream Environments (대용량 그래프 스트림 환경에서 데이터 재사용을 고려한 근사 Top-k 서브 그래프 매칭 기법)

  • Choi, Do-Jin;Bok, Kyoung-Soo;Yoo, Jae-Soo
    • The Journal of the Korea Contents Association
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    • v.20 no.8
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    • pp.42-53
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    • 2020
  • With the development of social network services, graph structures have been utilized to represent relationships among objects in various applications. Recently, a demand of subgraph matching in real-time graph streams has been increased. Therefore, an efficient approximate Top-k subgraph matching scheme for low latency in real-time graph streams is required. In this paper, we propose an approximate Top-k subgraph matching scheme considering data reuse in graph stream environments. The proposed scheme utilizes the distributed stream processing platform, called Storm to handle a large amount of stream data. We also utilize an existing data reuse scheme to decrease stream processing costs. We propose a distance based summary indexing technique to generate Top-k subgraph matching results. The proposed summary indexing technique costs very low since it only stores distances among vertices that are selected in advance. Finally, we provide k subgraph matching results to users by performing an approximate Top-k matching on the summary indexing. In order to show the superiority of the proposed scheme, we conduct various performance evaluations in diverse real world datasets.

ICPIS Construction using KP Agent (KP AGENT를 이용한 기술정보공간의 구축)

  • 박경우;배상현
    • Journal of the Korea Society of Computer and Information
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    • v.5 no.2
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    • pp.14-21
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    • 2000
  • In the position of the users, it suggests the technology information space as a now paradigm, which supplement the function of science information DB. ICPIS which inputs described papers with keywords, offers the itemized summary of these contents, the visual indication and comparison of similar thesis. and it also supplises the abundant summary information, survey information, more than ten volumes of info communication thesis with starting the casual relation extraction for the users, playing a significant role in ICPIS is called KP, and it is package of domain knowledge that unifies the extraction and structure narration of the technology information. ICPIS extracts the technology information among the thesis that are deserved by the natual language treatment in the itemized KP described , and form the prescribed summary structure in KP.

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A Preliminary Study of Seo Byung-Hyo (서병효(徐丙孝) 연구에 대한 예비적 고찰)

  • Park, Hun-pyeong
    • Journal of Korean Medical classics
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    • v.33 no.3
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    • pp.49-61
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    • 2020
  • Objectives : The purpose of this paper is to collect basic data about Seo, Byung-Hyo and lay the groundwork for future analysis of his medical ideas. Methods : The life of Seo in regards to family and relationships was reconstructed through his genealogy and newspaper articles. His medical ideas were analyzed through the treatment records in books and historical material. Results : 1. Seo was primarily a clinician rather than a social worker throughout the Korean Empire and Japanese colonial era. 2. 『Summary of Experienced Old Prescriptions (經驗古方要抄)』 was a concise book that mainly took after the 『New Edition on Universal Relief (濟衆新編)』, supplemented by contents from the 『DongUiBogam(Treasured Mirror of Eastern Medicine)』. 3. It is meaningful that Seo's book restored and developed the single-ingredient prescription tradition of the 『DongUiBogam(Treasured Mirror of Eastern Medicine)』. 4. Seo faithfully followed the tradition of royal court medicine and utilized new prescriptions that were proven effective. Analysis of the prescription contents of 『A royal palace's diary(內殿日記)』 displays such characteristic. Conclusions : Seo, Byung-Hyo could be regarded as a clinician who faithfully inherited and developed 『DongUiBogam(Treasured Mirror of Eastern Medicine)』 and 『New Edition on Universal Relief (濟衆新編)』.