• Title/Summary/Keyword: 챗봇 개발

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Construction of Evaluation-Annotated Datasets for EA-based Clothing Recommendation Chatbots (패션앱 후기글 평가분석에 기반한 의류 검색추천 챗봇 개발을 위한 학습데이터 EVAD 구축)

  • Choi, Su-Won;Hwang, Chang-Hoe;Yoo, Gwang-Hoon;Nam, Jee-Sun
    • Annual Conference on Human and Language Technology
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    • 2021.10a
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    • pp.467-472
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    • 2021
  • 본 연구는 패션앱 후기글에 나타나는 구매자의 의견에 대한 '평가분석(Evaluation Analysis: EA)'을 수행하여, 이를 기반으로 상품의 검색 및 추천을 수행하는 의류 검색추천 챗봇을 개발하는 LICO 프로젝트의 언어데이터 구축의 일환으로 수행되었다. '평가분석 트리플(EAT)'과 '평가기반요청 쿼드러플(EARQ)'의 구성요소들에 대한 주석작업은, 도메인 특화된 단일형 핵심어휘와 다단어(MWE) 핵심패턴들을 FST 방식으로 구조화하는 DECO-LGG 언어자원에 기반하여 반자동 언어데이터 증강(SSP) 방식을 통해 진행되었다. 이 과정을 통해 20여만 건의 후기글 문서(230만 어절)로 구성된 EVAD 평가주석데이터셋이 생성되었다. 여성의류 도메인의 평가분석을 위한 '평가속성(ASPECT)' 성분으로 14가지 유형이 분류되었고, 각 '평가속성'에 연동된 '평가내용(VALUE)' 쌍으로 전체 35가지의 {ASPECT-VALUE} 카테고리가 분류되었다. 본 연구에서 구축된 EVAD 평가주석 데이터의 성능을 평가한 결과, F1-Score 0.91의 성능 평가를 획득하였으며, 이를 통해 향후 다른 도메인으로의 확장된 적용 가능성이 유효함을 확인하였다.

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A Development of Chatbot Q&A System to Answer Questions in Webpage - Focused on arts education matching services - (온라인 시스템 장애를 원활히 해결하기 위한 챗봇 Q&A시스템 개발 - 예술 교육 서비스를 중심으로 -)

  • Kim, Jae Min;Lee, Hye Moon;Kim, Myoung Young;Lee, Won Hyung;Yi, Dae Youmg
    • Journal of the Korean Society for Computer Game
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    • v.31 no.4
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    • pp.157-166
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    • 2018
  • Communication between customers and service providers is an important issue at sites where various businesses and transactions take place. In particular, the ability to solve problems quickly and accurately when a problem arises and when an inquiry is received is directly linked to trust in the site. In this paper, we propose a method of handling complaints and inquiries of site users by using chatbot technology on talent market platform site. First, we implemented chatbot that can communicate with the inquirers in real time, so that users can use the site usage and word search functions. For various errors and problems of the site which can not be defined by a few words or sentences, I have specified an error code and database it. Users of the site were able to contact chatbot with the error code that was output when an error occurred and get the corresponding response in real time. The chatbot implemented in this study provided a satisfactory experience because that was able to provide quick and accurate answers to users who experienced errors or inquiries when using the site. This will have a positive impact on the credibility and favorability of the site over the long term, and will help reduce manpower and time costs for error inquiries.

AI Chatbot-Based Daily Journaling System for Eliciting Positive Emotions (긍정적 감정 유발을 위한 AI챗봇기반 일기 작성 시스템)

  • Jun-Hyeon Kim;Mi-Kyeong Moon
    • The Journal of the Korea institute of electronic communication sciences
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    • v.19 no.1
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    • pp.105-112
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    • 2024
  • In contemporary society, the expression of emotions and self-reflection are considered pivotal factors with a positive impact on stress management and mental well-being, thereby highlighting the significance of journaling. However, traditional journaling methods have posed challenges for many individuals due to constraints in terms of time and space. Recent rapid advancements in chatbot and emotion analysis technologies have garnered significant attention as essential tools to address these issues. This paper introduces an artificial intelligence chatbot that integrates the GPT-3 model and emotion analysis technology, detailing the development process of a system that automatically generates journals based on users' chat data. Through this system, users can engage in journaling more conveniently and efficiently, fostering a deeper understanding of their emotions and promoting positive emotional experiences.

Development and Application of Artificial Intelligence STEAM Program for Real-time Interactive Online Class in Elementary Science - Focused on the Unit of 'Life of Plant' - (초등과학 실시간 쌍방향수업을 위한 인공지능 융합교육프로그램의 개발과 적용 - '식물의 생활' 단원을 중심으로 -)

  • Kim, Hye-Ran;Choi, Sun-Young
    • Journal of Korean Elementary Science Education
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    • v.40 no.4
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    • pp.433-442
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    • 2021
  • The purpose of this study is to develop an artificial-intelligence STEAM program for real-time interactive online class for elementary science and to analyze its effect on science academic achievement and creative problem-solving ability. The applied unit was 'Life of plant', a 4th grade science subject with high difficulty in teaching and learning mainly by memorization. The theme of the program is 'Creating a doctor of plant artificial intelligence chatbot'. The results of this study were as follows: The program developed in this study had a positive effect on elementary school students' science academic achievement and creative problem-solving ability. Therefore, the artificial intelligence STEAM program for elementary science interactive online class is effective in improving students' scientific academic achievement and creative problem-solving ability, and further research on artificial intelligence STEAM education theory, method, and practice is required.

Chronic diabetic management using Chatbot Web service (챗봇을 활용한 만성질환 식단관리 웹 서비스)

  • Jang, Jae-Hong;Kim, Sung-Hee;Jung, Deok-Gil
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.05a
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    • pp.275-278
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    • 2018
  • As the population ages socially and the diet of people becomes westernized, the incidence of chronic diseases is increasing due to irregular lifestyle. Chronic diseases can be prevented and improved with just regular lifestyle and diet. Most of the recently released diet management mobile applications are aimed at obesity management and diet, and applications that aim to prevent or improve chronic diseases are hard to find. In this paper, we develop a web service that identifies diabetes most frequently encountered among chronic diseases, and implements a chatbot service that helps diabetes management by using Chatscript.

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Development of Smart Port Electrical/Electronic Equipment Maintenance Solution Using VR HMD and Artificial Intelligence (VR HMD와 인공지능을 이용한 스마트항만 전기/전자장비 유지보수 솔루션 개발)

  • Hwang, Kyo-sun;Park, Hae-mi;Kang, Seo-hyun;Park, Young-sup
    • Annual Conference of KIPS
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    • 2021.11a
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    • pp.1380-1382
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    • 2021
  • 기존의 항만 유지보수 교육 및 훈련 시스템의 단점을 극복하기 위해 최근 주목받고 있는 unity3D 엔진 및 챗봇, 가상현실 기술, 실시간 서버, 사용자 분석 웹사이트, 멀티플레이 기능을 활용하여 작업자들이 시간과 장소의 제약 없이 더욱 현실감 있는 환경에서 효율적으로 교육받을 수 있는 환경을 제공하고자 한다.

Users' Attachment Styles and ChatGPT Interaction: Revealing Insights into User Experiences

  • I-Tsen Hsieh;Chang-Hoon Oh
    • Journal of the Korea Society of Computer and Information
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    • v.29 no.3
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    • pp.21-41
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    • 2024
  • This study explores the relationship between users' attachment styles and their interactions with ChatGPT (Chat Generative Pre-trained Transformer), an advanced language model developed by OpenAI. As artificial intelligence (AI) becomes increasingly integrated into everyday life, it is essential to understand how individuals with different attachment styles engage with AI chatbots in order to build a better user experience that meets specific user needs and interacts with users in the most ideal way. Grounded in attachment theory from psychology, we are exploring the influence of attachment style on users' interaction with ChatGPT, bridging a significant gap in understanding human-AI interaction. Contrary to expectations, attachment styles did not have a significant impact on ChatGPT usage or reasons for engagement. Regardless of their attachment styles, hesitated to fully trust ChatGPT with critical information, emphasizing the need to address trust issues in AI systems. Additionally, this study uncovers complex patterns of attachment styles, demonstrating their influence on interaction patterns between users and ChatGPT. By focusing on the distinctive dynamics between users and ChatGPT, our aim is to uncover how attachment styles influence these interactions, guiding the development of AI chatbots for personalized user experiences. The introduction of the Perceived Partner Responsiveness Scale serves as a valuable tool to evaluate users' perceptions of ChatGPT's role, shedding light on the anthropomorphism of AI. This study contributes to the wider discussion on human-AI relationships, emphasizing the significance of incorporating emotional intelligence into AI systems for a user-centered future.

An Approach to Develop a Speech Recognition Speaker Using Chatbot for Senior Users (시니어 사용자를 위한 챗봇활용 음성인식 스피커 개발 방법)

  • Noh, Gunho;Lee, Kyoung Yong;Moon, Mikyeong
    • Journal of IKEEE
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    • v.22 no.2
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    • pp.330-338
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    • 2018
  • As population aging progresses, there is a growing demand for IT technology that can relieve the psychological anxiety of the elderly living alone, recognize the dangerous situation, and check the family members' affection. In this paper, we describe the development of a speech recognition speaker that enable senior users to give simple interactive commands by voice and monitor the status of the user. The speaker analyzes the user's voice, grasps the conversation contents through the chatbot, connects the desired service to the user, and provides the result again by voice. By using this speaker, senior users can feel relaxed by natural conversation, and can monitor the status of danger more easily.

Voice Recognition Chatbot System for an Aging Society: Technology Development and Customized UI/UX Design (고령화 사회를 위한 음성 인식 챗봇 시스템 : 기술 개발과 맞춤형 UI/UX 설계)

  • Yun-Ji Jeong;Min-Seong Yu;Joo-Young Oh;Hyeon-Seok Hwang;Won-Whoi Hun
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.24 no.4
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    • pp.9-14
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    • 2024
  • This study developed a voice recognition chatbot system to address depression and loneliness among the elderly in an aging society. The system utilizes the Whisper model, GPT 2.5, and XTTS2 to provide high-performance voice recognition, natural language processing, and text-to-speech conversion. Users can express their emotions and states and receive appropriate responses, with voice recognition functionality using familiar voices for comfort and reassurance. The UX/UI design considers the cognitive responses, visual impairments, and physical limitations of the smart senior generation, using high contrast colors and readable fonts for enhanced usability. This research is expected to improve the quality of life for the elderly through voice-based interfaces.

DNA (Data, Network, AI) Based Intelligent Information Technology (DNA (Data, Network, AI) 기반 지능형 정보 기술)

  • Youn, Joosang;Han, Youn-Hee
    • KIPS Transactions on Computer and Communication Systems
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    • v.9 no.11
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    • pp.247-249
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    • 2020
  • In the era of the 4th industrial revolution, the demand for convergence between ICT technologies is increasing in various fields. Accordingly, a new term that combines data, network, and artificial intelligence technology, DNA (Data, Network, AI) is in use. and has recently become a hot topic. DNA has various potential technology to be able to develop intelligent application in the real world. Therefore, this paper introduces the reviewed papers on the service image placement mechanism based on the logical fog network, the mobility support scheme based on machine learning for Industrial wireless sensor network, the prediction of the following BCI performance by means of spectral EEG characteristics, the warning classification method based on artificial neural network using topics of source code and natural language processing model for data visualization interaction with chatbot, related on DNA technology.