• Title/Summary/Keyword: 대화모델

Search Result 475, Processing Time 0.028 seconds

A Deep Learning Based Approach to Recognizing Accompanying Status of Smartphone Users Using Multimodal Data (스마트폰 다종 데이터를 활용한 딥러닝 기반의 사용자 동행 상태 인식)

  • Kim, Kilho;Choi, Sangwoo;Chae, Moon-jung;Park, Heewoong;Lee, Jaehong;Park, Jonghun
    • Journal of Intelligence and Information Systems
    • /
    • v.25 no.1
    • /
    • pp.163-177
    • /
    • 2019
  • As smartphones are getting widely used, human activity recognition (HAR) tasks for recognizing personal activities of smartphone users with multimodal data have been actively studied recently. The research area is expanding from the recognition of the simple body movement of an individual user to the recognition of low-level behavior and high-level behavior. However, HAR tasks for recognizing interaction behavior with other people, such as whether the user is accompanying or communicating with someone else, have gotten less attention so far. And previous research for recognizing interaction behavior has usually depended on audio, Bluetooth, and Wi-Fi sensors, which are vulnerable to privacy issues and require much time to collect enough data. Whereas physical sensors including accelerometer, magnetic field and gyroscope sensors are less vulnerable to privacy issues and can collect a large amount of data within a short time. In this paper, a method for detecting accompanying status based on deep learning model by only using multimodal physical sensor data, such as an accelerometer, magnetic field and gyroscope, was proposed. The accompanying status was defined as a redefinition of a part of the user interaction behavior, including whether the user is accompanying with an acquaintance at a close distance and the user is actively communicating with the acquaintance. A framework based on convolutional neural networks (CNN) and long short-term memory (LSTM) recurrent networks for classifying accompanying and conversation was proposed. First, a data preprocessing method which consists of time synchronization of multimodal data from different physical sensors, data normalization and sequence data generation was introduced. We applied the nearest interpolation to synchronize the time of collected data from different sensors. Normalization was performed for each x, y, z axis value of the sensor data, and the sequence data was generated according to the sliding window method. Then, the sequence data became the input for CNN, where feature maps representing local dependencies of the original sequence are extracted. The CNN consisted of 3 convolutional layers and did not have a pooling layer to maintain the temporal information of the sequence data. Next, LSTM recurrent networks received the feature maps, learned long-term dependencies from them and extracted features. The LSTM recurrent networks consisted of two layers, each with 128 cells. Finally, the extracted features were used for classification by softmax classifier. The loss function of the model was cross entropy function and the weights of the model were randomly initialized on a normal distribution with an average of 0 and a standard deviation of 0.1. The model was trained using adaptive moment estimation (ADAM) optimization algorithm and the mini batch size was set to 128. We applied dropout to input values of the LSTM recurrent networks to prevent overfitting. The initial learning rate was set to 0.001, and it decreased exponentially by 0.99 at the end of each epoch training. An Android smartphone application was developed and released to collect data. We collected smartphone data for a total of 18 subjects. Using the data, the model classified accompanying and conversation by 98.74% and 98.83% accuracy each. Both the F1 score and accuracy of the model were higher than the F1 score and accuracy of the majority vote classifier, support vector machine, and deep recurrent neural network. In the future research, we will focus on more rigorous multimodal sensor data synchronization methods that minimize the time stamp differences. In addition, we will further study transfer learning method that enables transfer of trained models tailored to the training data to the evaluation data that follows a different distribution. It is expected that a model capable of exhibiting robust recognition performance against changes in data that is not considered in the model learning stage will be obtained.

A Performance Comparison of the Mobile Agent Model with the Client-Server Model under Security Conditions (보안 서비스를 고려한 이동 에이전트 모델과 클라이언트-서버 모델의 성능 비교)

  • Han, Seung-Wan;Jeong, Ki-Moon;Park, Seung-Bae;Lim, Hyeong-Seok
    • Journal of KIISE:Information Networking
    • /
    • v.29 no.3
    • /
    • pp.286-298
    • /
    • 2002
  • The Remote Procedure Call(RPC) has been traditionally used for Inter Process Communication(IPC) among precesses in distributed computing environment. As distributed applications have been complicated more and more, the Mobile Agent paradigm for IPC is emerged. Because there are some paradigms for IPC, researches to evaluate and compare the performance of each paradigm are issued recently. But the performance models used in the previous research did not reflect real distributed computing environment correctly, because they did not consider the evacuation elements for providing security services. Since real distributed environment is open, it is very vulnerable to a variety of attacks. In order to execute applications securely in distributed computing environment, security services which protect applications and information against the attacks must be considered. In this paper, we evaluate and compare the performance of the Remote Procedure Call with that of the Mobile Agent in IPC paradigms. We examine security services to execute applications securely, and propose new performance models considering those services. We design performance models, which describe information retrieval system through N database services, using Petri Net. We compare the performance of two paradigms by assigning numerical values to parameters and measuring the execution time of two paradigms. In this paper, the comparison of two performance models with security services for secure communication shows the results that the execution time of the Remote Procedure Call performance model is sharply increased because of many communications with the high cryptography mechanism between hosts, and that the execution time of the Mobile Agent model is gradually increased because the Mobile Agent paradigm can reduce the quantity of the communications between hosts.

A Web Application for Open Data Visualization Using R (R 이용 오픈데이터 시각화 웹 응용)

  • Kim, Kwang-Seob;Lee, Ki-Won
    • Journal of the Korean Association of Geographic Information Studies
    • /
    • v.17 no.2
    • /
    • pp.72-81
    • /
    • 2014
  • As big data are one of main issues in the recent days, the interests on their technologies are also increasing. Among several technological bases, this study focuses on data visualization and R based on open source. In general, the term of data visualization can be summarized as the web technologies for constructing, manipulating and displaying various types of graphic objects in the interactive mode. R is an operating environment or a language for statistical data analysis from basic to advanced level. In this study, a web application with these technological aspects and components is newly implemented and exemplified with data visualization for geo-based open data provided by public organizations or government agencies. This application model does not need users' data building or proprietary software installation. Futhermore it is designed for users in the geo-spatial application field with less experiences and little knowledges about R. The results of data visualization by this application can support decision making process of web users accessible to this service. It is expected that the more practical and various applications with R-based geo-statistical analysis functions and complex operations linked to big data contribute to expanding the scope and the range of the geo-spatial application.

The Development and Using Method of Cyber Learning Using Conceptual Models of Knowledge Creation (지식창출 개념적 모델을 이용한 가상학습 시스템의 개발 및 활용 방안)

  • Kim, Jeong-Rang;Ki, Yong-Ju
    • Journal of The Korean Association of Information Education
    • /
    • v.6 no.1
    • /
    • pp.98-109
    • /
    • 2002
  • In this knowledge-based society, a man of ability should be able to be possessed of abilities to create new knowledge while selecting, acquiring and processing knowledge and information in line with his own purpose and communicating it to other people and sharing it with them. With the aid of the emergence of web, cyber learning in the form of web-based instruction is brought to the fore. Yet, the established way of cyber learning is based on the system where learners should proceed with this study on his own instead of relying on the interaction between teachers and learners. The established way of cyber learning leaves something to be desired in terms of the application of the way to class, being almost bereft of a system capable of recreating knowledge as the result of study. Accordingly, this study is designed to develop a cyber learning system using models with the concepts of knowledge construction. The system enabled students to cultivate abilities to analyze materials and to improve creativity, producing the following system; applying it to the teaching-learning process of social studies: the system capable of being applied to a series of process from the stage of grasping problems to the stage of learning completion; the system enabling teachers and students as well to produce study results; the system enabling students to recreate knowledge in the form of homepages from constructed learning resources instead of producing fragmental knowledge.

  • PDF

Study on Changes in Military Negotiations under the Kim Jeong-eun Regime through Working-Level Talks for Gaeseong Industrial Complex (김정은시대 개성공단 실무회담 분석을 통한 군사협상 변화 연구)

  • Lee, Sung Choon
    • Convergence Security Journal
    • /
    • v.13 no.5
    • /
    • pp.3-10
    • /
    • 2013
  • This study is trying to suggest the continuity and changes that would be made in inter-Korean military negotiations in the future under the Kim Jeong-eun regime by analyzing the recent inter-Korean Working-Level Talks for Gaeseong Industrial Complex based on 'anti-Japanese guerilla style negotiation model, the military negotiation model under Kim Jeong-il era. Especially, through analysis of the inter-Korean Working-Level Talks for Gaeseong Industrial Complex, it is verified that behavior similar to that in the military talks in the past is found even in the economic negotiations. Such analysis leads to an assumption that negotiations under the Kim Jeong-eun regime would be made within the category of the military negotiations under the Kim Jeong-il era. Fundamentally North Korea will change but try to achieve its objectives in the military talks within the existing frame of strategic culture rather than changing it. Such phenomenon will continue for some time. In the future inter-Korean military talks, however, North Korea will try to change its behavior to cope with its financial difficulties. Accordingly, the South Korea's government will have to have paradigm shift toward inter-Korean military negotiations. Especially, Kim Jeong-eun's studying abroad in the past will make him change in the negotiations. At this moment, the South Korean government must make continuous efforts to induce dialogue and negotiation. In order to induce the North Korea to change, the development of economic norm logic with the united front applied in the strategic culture of military negotiation and the formation of a value system in the North Korea's military negotiation policy makers will lead to the creation of a new military negotiation framework.

The Role of Motives, Flow, and Social Influence in Attitude and Purchase Intention to Emoticons (이모티콘 사용동기, 플로우, 사회적 영향력이 이모티콘 사용태도 및 구매의도에 미치는 영향)

  • Jung, Bo-Hee;Kim, Han-Ku
    • Management & Information Systems Review
    • /
    • v.35 no.2
    • /
    • pp.27-44
    • /
    • 2016
  • In recent year, graphic emoticons in MIM(Mobile Instant Messenger) play an important role not as a valuable communication methods, but as main business model for MIM service providers. Although the graphic emoticons in MIM are regarded as a commercial product, there has been little systematic research reflecting consumers' perspectives. In order to fill this theoretical and practice gap, the study is designed to explore the structural relationships among emoticon use motives, attitude, and purchasing intention to emoticons in context of MIM. The results showed that emoticon use motives in MIM were composed of two main factors, perceived usefulness and perceived enjoyment. And we also verified that both perceived usefulness and perceived enjoyment positively impact flow in communication with using emoticons and social influence. Lastly, flow and social influence were positively related to attitude toward using emoticons and attitude also was related to purchase intention to emoticons in MIM, positively. However, flow and social influence did not have a positive influence on purchase intention to emoticons directly. The implications and limitations of this study are also discussed.

  • PDF

A Study on the Statistical GIS for Regional Analysis (지역분석을 위한 웹 기반 통계GIS 연구)

  • 박기호;이양원
    • Spatial Information Research
    • /
    • v.9 no.2
    • /
    • pp.239-261
    • /
    • 2001
  • A large suite of official statistical data sets has been compiled for geographical units under the national directives, and it is the quantitative regional analysis procedures that could add values to them. This paper reports our attempts at prototyping a statistical GIS which is capable of serving over the Web a variety of regional analysis routines as well as value-added statistics and maps. A pilot database of some major statistical data was ingested for the city of Seoul. The baseline subset of regional analysis methods of practical usage was selected and accommodated into the business logic of the target system, which ranges from descriptive statistics, regional structure/inequality measures, spatial ANOVA, spatial (auto) correlation to regression and residual analysis. The leading-edge information technologies including the application server were adopted in the system design and implementation so that the database, analysis modules and analytic mapping components may cooperate seamlessly behind the Web front-end. The prototyped system supports tables, maps, and files of downloadable format for input and output of the analyses. One of the most salient features of out proposed system is that both the database and analysis modules are extensible via the bi-directional interface for end users; The system provides users with operators and parsers for algebraic formulae such that the stored statistical variables may be transformed and combined into the newly-derived set of variables. This functionality eventually leads to on-the-fly fabrication of user-defined regional analysis algorithms. The stored dataset may also be temporarily augmented by user-uploaded dataset; The extension of this form, in essence, results in a virtual database which awaits for users commands as usual. An initial evaluation of the proposed system confirms that the issues involving the usage and dissemination of information can be addressed with success.

  • PDF

Digital Reproduction of Mobiles (모빌의 디지털 재현)

  • Lee, Dong-Chun;Lee, Nam-Kyeong;Jung, Dae-Hyun;Kim, Chang-Tae;Lee, Dong-Kyu;Bae, Hee-Jung;Baek, Nakhoon;Lee, Jong-Won;Ryu, Kwan-Woo
    • Journal of KIISE:Computer Systems and Theory
    • /
    • v.28 no.9
    • /
    • pp.415-423
    • /
    • 2001
  • Recently, there are many attempts to reproduce real world fine art pieces in digital forms. The digital representations are convenient to store and/or transmit. In contrast, mobiles, or moving sculptures, such as those designed by Alexander Calder cannot to reproduced realistically by usual reproduction techniques. Since mobiles are originally designed to generate motions in response to external forces applied to it, people could not fully enjoy them through photographs or static images. We present a virtual mobile system where use can easily control the mobile and can feel the impressions that the artist originally intended to provide. A real-world mobile is reconstructed in a three-dimensional physically-based model. and then virtual wind is generated to give motions to it. The motions of the mobile are generated by constraint dynamics and impulse dynamics techniques, which are modified to fully utilize the characteristics of the mobile, and finally give interactive displays on the PC platforms. The techniques presented can easily be extended to simulate other interactive dynamics systems.

  • PDF

Effects of Communication Improvement on Caregivers Education and Training on Aphasia (보호자 교육과 경험학습 훈련이 실어증 환자의 의사소통 개선에 미치는 효과)

  • Park, Hee-June;Chang, Hyun-Jin
    • Therapeutic Science for Rehabilitation
    • /
    • v.8 no.2
    • /
    • pp.79-88
    • /
    • 2019
  • Objective : Aphasia interferes with communication between the patient and conversation partner. Adequate communication is essential not only for the patient but also for caregiver education and training Method : This study examined the benefits of parental education and group training in terms of improving the communication of six aphasic patients and their caregivers(family members). Caregiver education provided caregivers with information on stroke and aphasia, and group training was conducted according to the experimental learning cycle. Result : As a result, communication increased in terms of sending and receiving messages or interactive communication. Furthermore, the questionnaire analysis showed that caregivers learned more about aphasia and had confidence in using facilitation strategies. Conclusion : Giving educational opportunities to patients and caregivers promotes caregiver's knowledge and positively interacts.

Eine Studie eines lernerorientierten Unterrichtsmodells für den fruchtbaren Philosophie-, Essay- und Ethikunterricht (2): unter besonderer Berücksichtigung der Methoden der Form von Lesen und Schreiben (효과적인 철학, 논술, 윤리교육을 위한 학습자 중심의 수업 모델 연구(2): 읽기 및 글쓰기 형식의 방법을 중심으로)

  • Kang, Soon-Jeon
    • Journal of Korean Philosophical Society
    • /
    • no.88
    • /
    • pp.307-335
    • /
    • 2010
  • Gemäß der lernerorientierten Didaktik und Methodik des deutschen neuen Schulfaches "Praktische Philosophie" studiert die vorliegende Forschung die Unterrichtsmethoden zum fruchtbaren Philosophie-, Essay- und Ethikunterricht. Sie stellt die Unterrichtsmethoden unter der Gliederung von 1) Methoden für die Einführung in den Unterricht, 2) die für den Hauptteil des Unterrichts, 3) die für den Abschluss des Unterrichts, 4) die für Strukturierung des ganzen Unterrichts dar. Der zweite Teil wird wiederum in die Methoden der Form vom Sprechen und Horen, vom Lesen und vom Schreiben unterteilt. Wegen der Einschränkung vom erlaubten Umfang für den Aufsatz wird diese Forschung in zwei Aufsätze geteilt. Der erste Aufsatz behandelte den Teil 1) und den ersten Unterteil des Teils 2). Als Methoden für die Einführung in den Unterricht stellten sich Partnerinterview, Brainstorming und Schneeball dar und als Methoden der Form vom Sprechen und Horen Fishbowl, Pro-Kontra-Argumention, Gruppenarbeit und das sokratische Gespräch. Dieser zweite Aufsatz stellt Lesekompetenz, Lesestrategie, Textanalyse, Mindmapping, Dilemma, kooperatives Lesen und Placemat im Bezug auf Methoden der Form vom Lesen dar und das einfache und dialektische Argumentieren, das kreative Schreiben und Gedankenexperiment als Methoden der Form vom Schreiben. Als Methoden für den Abschluss des Unterrichts werden Blitzlicht, Feedback und Postersession und als Methoden für Strukturierung des ganzen Unterrichts Sandwich und Lernstop betrachtet.