• Title/Summary/Keyword: Emotional voice

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Construction of Customer Appeal Classification Model Based on Speech Recognition

  • Sheng Cao;Yaling Zhang;Shengping Yan;Xiaoxuan Qi;Yuling Li
    • Journal of Information Processing Systems
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    • v.19 no.2
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    • pp.258-266
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    • 2023
  • Aiming at the problems of poor customer satisfaction and poor accuracy of customer classification, this paper proposes a customer classification model based on speech recognition. First, this paper analyzes the temporal data characteristics of customer demand data, identifies the influencing factors of customer demand behavior, and determines the process of feature extraction of customer voice signals. Then, the emotional association rules of customer demands are designed, and the classification model of customer demands is constructed through cluster analysis. Next, the Euclidean distance method is used to preprocess customer behavior data. The fuzzy clustering characteristics of customer demands are obtained by the fuzzy clustering method. Finally, on the basis of naive Bayesian algorithm, a customer demand classification model based on speech recognition is completed. Experimental results show that the proposed method improves the accuracy of the customer demand classification to more than 80%, and improves customer satisfaction to more than 90%. It solves the problems of poor customer satisfaction and low customer classification accuracy of the existing classification methods, which have practical application value.

Navigating Identity: A Qualitative Content Analysis of Related Field Professionals' Views on Arts Education for North Korean Refugee Youth (탈북 청소년 대상 문화예술교육에 대한 질적 내용 분석 연구 - 정체성 형성 과정을 중심으로 -)

  • Shin, Hyesun;Youn, Hyunkyoung
    • Korean Association of Arts Management
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    • no.55
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    • pp.75-113
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    • 2020
  • This research aims to identify current issues of arts education programs which have designed for North Korean Refugee Youth in South Korea and then navigates further steps to better serve the group. The purpose of study also pertains to the '2010 Seoul Agenda: Goals for the Development of Arts Education' announced at the Second World Conference on Arts Education, particularly, to the third Goal indicating how arts education practices can contribute to resolving social and cultural issues and promoting social cohesion and intercultural dialogues (UNESCO, 2010). This research engages with critical theory approach and adopts qualitative content analysis for collected documents and interview data. Based on the findings of this research, interview participants found its need of current arts education program for North Korean refugee youth become more value-driven and participant-centered. Currently, those programs available seem to incline to helping their adjustment to the South Korean society through arts-related activities, such as enhancing Korean language skills and learning Korean culture. Rather, it has been addressed that providing emotional and psychological supports and opportunities to search their own 'voice(s)' should be core objectives of the arts education programs. Moreover, when it is offered, arts educators and administrators need to make sure that participants can feel safe and secure as being present at the space for programs in order to express and encounter their true inner voice(s).

A Literatual Study on the Dysphonia (실음(失音)의 병인(病因) 병기(病機)에 대(對)한 문헌적(文獻的) 고찰(考察))

  • Song, Gak-Ho;Roh, Seok-Seon
    • The Journal of Korean Medicine
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    • v.16 no.1 s.29
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    • pp.251-270
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    • 1995
  • In the Literatual Study on the Dysphonia, the results were as follows. 1. The causes of dysphonia are exogenous pathogenic factors,(specially cold evil)internal damage and meridian in The Yellow Emperor's Canon of Interal Medicine, since then endogenous pathogenic factors are lung-asthenia and deficiency of lung-yin etc. The main causes are disease caused by exogenous evils, general body weakness, emotional stimulation and excess of high voice rescently. 2. The pathogenesis of dysphonia originated from two factors; The first internal damages are consumption of body fluid with the formation of dryness evil resulting from the insufficienty of lung-yin and lung-collaterals damaged by heat-evil caused by deficiency of lung and kidney-yin. The second disease caused by exogenous evils is sluggishness of lung-energy caused by exogenous pathogenic factors. 3. The main relative organ are heart, lung and kidney etc. 4. The prescriptions of wind-cold symptoms are Samyoutang(三拗湯) and Hangsosan(杏蘇散), in the prescriptions of phlegm-heat symptom is Chenginyongphetang(淸咽寧肺湯), in the prescriptions of depressive syndrome due to disorder of vital energy are Sogangkitang(小降氣湯) and Shihochenggantang(柴胡淸肝湯加減), in the prescriptions of consumption of body fluid with the formation of dryness evil resulting from the insufficiency of lung-yin symptoms are Sanghangtang(桑杏湯) and Chenginguphetang(淸咽救肺湯, in the prescriptions of deficiency of lung and kidney-yin are Baekhabgokumtang(百合固金湯) and Maekmigiwhangtang(麥味地黃湯). 5. The treatment of acupunctures are used by LI-4(合谷), H-7(湧泉), Liv-3(太衝), K-3(太谿), Sp-6(三陰交), H-5(通里), GV-15(아門), CV-23(廉泉), S-40(農隆), K-6(照海), L-7(列缺), S-36(足三里) etc.

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Interactions between AI Speaker and Children : A Field Study on the Success/Failure Cases by Types of Interactions (인공지능 스피커와 아동들의 상호작용 :유형별 성공/실패 사례 도출을 위한 현장 연구)

  • Hong, Junglim;Choi, Boreum
    • The Journal of the Korea Contents Association
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    • v.20 no.7
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    • pp.19-29
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    • 2020
  • As the AI speaker market is growing rapidly in recent years, the competition for the preoccupation of children who are the main users and the future prospective customers of the related companies is very intense. However, there is a lack of empirical research on how children interact with AI speakers. Therefore, this research examines the interactions between children and AI speakers, primarily through field studies, to extract what functions they use and what features they have. For this purpose, 799 conversations were collected and analyzed using the log data of the AI speaker recorded in real time. As a result, children were more likely to use children's songs, fairy tales, emotional conversations, and personification compared to adults. In addition, content analysis by specific types resulted in success/failure cases of interaction between children and AI speakers and proposed improvements by failure type. This study is meaningful in that it identifies children's AI speaker preferences, content, and major conversation patterns, and provides guidelines for developing services that meet children's eye level.

A Study on Opinion of Korean Feminine Seniors on the Life Support Appliances for Healthy Ageing - Medication Dispenser, Video Phone, Activity Monitor, Sleep Monitor - (재가노인 생활지원기기에 대한 한국 여성노인의 인식 - 알약분배기, 비디오폰, 활동모니터, 취침모니터를 중심으로 -)

  • Steggell, Carmen D.;Park, Kyoung-Ok;Kim, Sun-Joong;Kwon, Myoung-Hee
    • Journal of the Korean Home Economics Association
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    • v.46 no.4
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    • pp.83-96
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    • 2008
  • The purpose of this study is to grasp the opinion of Korean feminine seniors on the life support appliances for their healthy ageing: medication dispenser, video phone, activity monitor and sleep monitor. The focus group interviews, asking the usability of the appliances, were answered by each 6 feminine seniors of more than 65 years, residing in Corvallis of U.S.(group I), Cheongju(group II), and Ulsan(group III) of Korea. The results are as follows. (1) The medication dispenser proved to be very useful to all the respondents. All the seniors, who take more than one medicine a day, felt it helpful that the medication dispenser makes them to take medicines at fixed time. In addition, they hoped the medicine envelope to be developed for the dispenser use by the supply side. (2) The seniors showed interest in the manner the video phone works; to work by the voice, rather than by the finger. They expressed the hope of the video phone to display the communication contents, in consideration of their weakening hearing. (3) The seniors who live alone, especially, felt intimacy to the activity monitor, thinking as if some helpers were beside them. The fact that it can send emergency calls immediately when situations happen, gave the seniors emotional safety as a patron. (4) The sleep monitor, although essential to the serious cases without moving ability, was proved less necessary to the healthy seniors. They expressed the hope of this appliance to be evolved for the use with the mattress without bed.

A Human-Robot Interaction Entertainment Pet Robot (HRI 엔터테인먼트 애완 로봇)

  • Lee, Heejin
    • Journal of the Korean Institute of Intelligent Systems
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    • v.24 no.2
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    • pp.179-185
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    • 2014
  • In this paper, a quadruped walking pet robot for human-robot interaction, a robot-controller using a smart phone application program, and a home smart control system using sensor informations providing from the robot are described. The robot has 20 degree of freedom and consists of various sensors such as Kinect sensor, infrared sensor, 3 axis motion sensor, temperature/humidity sensor, gas sensor and graphic LCD module. We propose algorithms for the robot entertainment: walking algorithm of the robot, motion and voice recognition algorithm using Kinect sensor. emotional expression algorithm, smart phone application algorithm for a remote control of the robot, and home smart control algorithm for controlling home appliances. The experiments of this paper show that the proposed algorithms applied to the pet robot, smart phone, and computer are well operated.

Human Touching Behavior Recognition based on Neural Network in the Touch Detector using Force Sensors (힘 센서를 이용한 접촉감지부에서 신경망기반 인간의 접촉행동 인식)

  • Ryu, Joung-Woo;Park, Cheon-Shu;Sohn, Joo-Chan
    • Journal of KIISE:Software and Applications
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    • v.34 no.10
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    • pp.910-917
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    • 2007
  • Of the possible interactions between human and robot, touch is an important means of providing human beings with emotional relief. However, most previous studies have focused on interactions based on voice and images. In this paper. a method of recognizing human touching behaviors is proposed for developing a robot that can naturally interact with humans through touch. In this method, the recognition process is divided into pre-process and recognition Phases. In the Pre-Process Phase, recognizable characteristics are calculated from the data generated by the touch detector which was fabricated using force sensors. The force sensor used an FSR (force sensing register). The recognition phase classifies human touching behaviors using a multi-layer perceptron which is a neural network model. Experimental data was generated by six men employing three types of human touching behaviors including 'hitting', 'stroking' and 'tickling'. As the experimental result of a recognizer being generated for each user and being evaluated as cross-validation, the average recognition rate was 82.9% while the result of a single recognizer for all users showed a 74.5% average recognition rate.

Utilizing Korean Ending Boundary Tones for Accurately Recognizing Emotions in Utterances (발화 내 감정의 정밀한 인식을 위한 한국어 문미억양의 활용)

  • Jang In-Chang;Lee Tae-Seung;Park Mikyoung;Kim Tae-Soo;Jang Dong-Sik
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.30 no.6C
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    • pp.505-511
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    • 2005
  • Autonomic machines interacting with human should have capability to perceive the states of emotion and attitude through implicit messages for obtaining voluntary cooperation from their clients. Voice is the easiest and most natural way to exchange human messages. The automatic systems capable to understanding the states of emotion and attitude have utilized features based on pitch and energy of uttered sentences. Performance of the existing emotion recognition systems can be further improved withthe support of linguistic knowledge that specific tonal section in a sentence is related with the states of emotion and attitude. In this paper, we attempt to improve recognition rate of emotion by adopting such linguistic knowledge for Korean ending boundary tones into anautomatic system implemented using pitch-related features and multilayer perceptrons. From the results of an experiment over a Korean emotional speech database, the improvement of $4\%$ is confirmed.

Therapeutic Robot Action Design for ASD Children Using Speech Data (음성 정보를 이용한 자폐아 치료용 로봇의 동작 설계)

  • Lee, Jin-Gyu;Lee, Bo-Hee
    • Journal of IKEEE
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    • v.22 no.4
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    • pp.1123-1130
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    • 2018
  • A cat robot for the Autism Spectrum Disorders(ASD) treatment was designed and conducted field test. The designed robot had emotion expressing action through interaction by the touch, and performed a reasonable emotional expression based on Artificial Neural Network(ANN). However these operations were difficult to use in the various healing activities. In this paper, we describe a motion design that can be used in a variety of contexts and flexibly reaction with various kinds of situations. As a necessary element, the speech recognition system using the speech data collection method and ANN was suggested and the classification results were analyzed after experiment. This ANN will be improved through collecting various voice data to raise the accuracy in the future and checked the effectiveness through field test.

Communication Experiences and Needs among the Critically Ill with an Artificial Airway: An Integrative Review (인공기도를 가진 중환자실 환자의 의사소통 경험과 요구에 관한 통합적 문헌고찰)

  • Kim, Soo Hyun;Kim, Juyoung;Choi, JiYeon
    • Journal of Korean Critical Care Nursing
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    • v.14 no.2
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    • pp.24-41
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    • 2021
  • Purpose : The aim of this integrative review was to describe communication experiences and needs among the critically ill with an artificial airway and evaluate relevant intervention studies. Methods : Using the method employed by Whittemore and Knafl (2005), we searched for papers on PubMed, CINAHL, and Web of Science published from January 1, 2015 to September 25, 2020. A total of 26 papers (11 descriptive studies, 15 experimental ones) were identified and evaluated. Results : Communication experiences while having an artificial airway, identified either by patients' recall or direct observation, were predominantly negative. However, positive experiences were reported in patients with improvements in physical conditions and functions. Patients' communication needs were diverse, encompassing physical, psycho-emotional, social, spiritual, and medical issues. Interventions tested included alternative and augmentative communication strategies, communication intervention packages, and voice restorative devices. Physical, psychosocial, and communication-related patient outcomes were evaluated using various methods including self-report surveys, interviews, and observations. Conclusions : The findings from this review represent the state of science regarding communication of the critically ill whose vocal abilities are inhibited by the presence of an artificial airway. Future studies with rigorous experimental designs and measures are warranted to better understand and support the complex needs of this highly vulnerable patient population.