{"title":"Analyzing the Correlation Between Tweets and Sales for Product Brands","authors":"Masaki Nishi, Hidehiko Hayashi","doi":"10.1109/IIAI-AAI50415.2020.00102","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00102","url":null,"abstract":"In recent years, Social Networking Services (SNS) have become widespread, and anyone can freely spread information via this Consumer Generated Media (CGM).The Social Media Data generated in such a way contains a great deal of opinions and values of consumers, and active utilization of this data is being considered. In this paper, in order to develop a method to obtain more informative information about consumer purchasing behavior, we targeted the carbonated drink brand \"Product Brand A\", and analyzed the correlation between tweets including a product brand’s name and sales to capture the correlation; then we identified and excluded information(noise) other than information about consumer purchasing behavior included in the tweets information for a more detailed correlation analysis. In addition, by applying the analysis of the qualitative aspects of tweets(emotion evaluation analysis) to actual data and analyzing them, we suggested that further possibility of data utilization.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124410030","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Shu Yano, Kenji Matsuura, Hiroki Tanioka, Hiromu Naito, Naka Gotoda, T. Wada
{"title":"A Supporting System Design for Basketball Offense Tactics","authors":"Shu Yano, Kenji Matsuura, Hiroki Tanioka, Hiromu Naito, Naka Gotoda, T. Wada","doi":"10.1109/IIAI-AAI50415.2020.00049","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00049","url":null,"abstract":"In terms of basketball, a player always decides an option of the next movement what leads to get score. In this research, we propose an environment focusing on a ball holder, who has to select the next action. As a support, our environment visualizes options for the ball holder’s next actions. Furthermore, the positional relationship among players is measured from the coordinate obtained from the game data, and the system caliculates and provides information about how easy to get score. We design such a system with these functions so that the user can learn how to select the next movement.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128971776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Prediction of Category of Scientific Article by Graph Convolution","authors":"S. Hirokawa, Takahiko Suzuki, Tetsuya Nakatoh","doi":"10.1109/IIAI-AAI50415.2020.00023","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00023","url":null,"abstract":"The convolution method that uses the IDs of citing paper and cited paper is known to improve the prediction performance of category of papers. This paper proposes a \"word convolution\" method that uses not only the IDs of the cited and citing papers, but also the words that appear in those papers. The proposed method improves the prediction performance (accuracy) 7% for the core dataset and 12% for the citeseer dataset and gives the same performance for the pubmed dataset compared with the state-of-the-art method.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116806469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Default Prediction Model In Installment Sales Using Non Financial Data","authors":"Moe Ijiri, Tomoaki Tabata, Takaaki Hosoda","doi":"10.1109/IIAI-AAI50415.2020.00151","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00151","url":null,"abstract":"In recent years, a credit scoring service that based on personal behavioral data has been providing in the world. Alibaba Group’s Ant Financial in China developed Sesame Credit and launched its service in 2015 as an additional function of Alipay. Credit score(risk) is mainly used in case of calculating loan limit and loan interest rate. On the other hand, a personal credit score affects not only loans but also to benefit public services, job hunting, and marriage hunting. In many countries, personal credit scores will be created as part of various services and become credit score society as in China. Personal credit scores have been already performed practically, but there is not so much research on academic at present. In particular, there is not research on the personal credit risk using only non-financial data without financial data. Generally, financial data is used principally to measure a company’s credit risk. However, the use of financial data to measure a personal credit risk is considered dangerous. Therefore, in the latter case, it’s important to calculate credit risk using only non-financial data without using financial data. In this study, we examine the method to calculate personal credit score using non-financial data.Firstly, we describe the flow of a customer who purchases a product using relation diagram until it defaults. Secondly, we performed a two-group discriminant analysis using the default variable as the objective variable and adding some default factors to the explanatory variables. As a result of the correct discrimination rate, discrimination was possible, albeit slightly. In addition, it turned out to be meaningful to analyze personal credit using only non-financial data.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134603382","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
T. Dechen, Sonam Wangyal, S. Tanimoto, Hiroyuki Sato, Atsushi Kanai
{"title":"Risk Management of Mobile Workers based on Multiple Viewpoints","authors":"T. Dechen, Sonam Wangyal, S. Tanimoto, Hiroyuki Sato, Atsushi Kanai","doi":"10.1109/IIAI-AAI50415.2020.00132","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00132","url":null,"abstract":"The way in which work is carried out has changed significantly over the last couple of decades. Mobile workers are increasingly becoming the norm for many enterprises, as the benefits of productivity and cost-effective labor have spurred more and more companies/enterprises to have employees work outside of office premises. According to Strategy Analytics reports on the mobile workforce, the global mobile workforce is set to increase to 1.87 billion in 2022, accounting for 42.5% of the total global workforce. However, as workers outside of the office perimeter face increasing daily security threats, mobile workers present various risks to enterprises. Mobile workers themselves are also associated with risks due to changes in their working environment, as the increasing external pressures to work more effectively and efficiently can affect their well-being. Therefore, it is imperative that enterprises understand and address the unique challenges associated with mobile workers. This paper discusses our risk assessment of mobile workers in an enterprise based on 20 different risks extracted through a literature review of past research and surveys on mobile workers and the mobile workforce.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127913523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The Discussion Corpus toward Argumentation Quality Assessment in Multi-Party Conversation","authors":"Tsukasa Shiota, Kazutaka Shimada","doi":"10.1109/IIAI-AAI50415.2020.00062","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00062","url":null,"abstract":"Recently, many studies in NLP, especially argument mining, have focused on revealing what a good argument is with written texts. However, there are a few studies to challenge argumentation quality assessment in face-to-face conversations due to a lack of corpora, as compared with written texts. Therefore, we construct a multimodal multi-party discussion corpus toward argumentation quality assessment in multi-party conversation. The corpus consists of 10 multi-party discussions (200 minutes) in total. Each participant is annotated for 6 scores about rhetoric, which is one of the classes of argumentation quality. In this paper, we explain the procedure of our corpus construction and report the results of the annotation.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127964648","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"A Moodle-Based E-Syllabus for Institutional Research: Curriculum Mapping and Competency Assessments","authors":"Yoshikazu Asada, Hitoaki Okazaki, Naohiro Sata, H. Kawahira, Shinichi Yamamoto, Yasushi Matsuyama","doi":"10.1109/IIAI-AAI50415.2020.00069","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00069","url":null,"abstract":"Institutional research is an essential topic in the medical education field. In this regard, curriculum mapping and competency assessments based on the model core curriculum (MCC) and diploma policies (DPs) are required topics for achieving global standards. This study investigated initial practices using a Moodle-based e-syllabus to gather and analyze curriculum information. Although some MCC elements were connected to several classes, results showed that others had no such connections. Since the MCC is defined as \"a common, national, systematically organized curriculum taught in each medical faculty/university,\" it should thus be improved so that each MCC element is fulfilled throughout the whole curriculum. Although the Moodle-based e-syllabus contained some problems that require improvement (especially for usability), the data integration and analytics aspects were better than those of the previous Excel-based syllabus.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"212 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121200639","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Home Care Scheduling with Different Objectives for Local Government and Home Care Agency","authors":"Mari Ito, Yosuke Nakamura, Ryuta Takashima","doi":"10.1109/IIAI-AAI50415.2020.00135","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00135","url":null,"abstract":"We introduce a mixed integer programming model for home care schedules allocating home care workers to users’ service time. The purpose of this scheduling is to reflect objectives of both a local government and a home care agency. The interest of the local government is to minimize the waiting times for home care users to avoid lowering their satisfaction levels. Meanwhile, the home care agency prefers home care workers to be able to visit as many care users’ homes as possible each day. A formula is drawn out with the two interests in the objective function. In the numerical analysis, we use parameter values based on interviews conducted by the local government. Numerical results provide that the time window for home care service specified by home care users is the most important factor determining the home care schedule. Furthermore, since it is the best strategy for the local government and the home care agency to select different schedules, it is important for them to reach a point of mutual compromise.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"290 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115906506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
T. Iyemori, Takaaki Aoki, S. Kajita, Tamaki Motoki, Tomoko Kawaguchi, E. Amano
{"title":"A Campus-wide Survey of Consciousness on Research Datasets","authors":"T. Iyemori, Takaaki Aoki, S. Kajita, Tamaki Motoki, Tomoko Kawaguchi, E. Amano","doi":"10.1109/IIAI-AAI50415.2020.00070","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00070","url":null,"abstract":"To obtain the basic information necessary for planning a research data management (RDM) system in Kyoto University, Japan, we conducted a campus-wide survey of research datasets twice with different topics. Although only a part of campus members responded, some clear tendencies were observed. That is, (1) considerable portion of researchers are not very positive to make their data open because of a confidentiality obligation or for holding their predominance in their research fields, (2) strength of consciousness on open data is considerably different depending on their discipline, (3) the above difference may come not only from inherency of each discipline but also from the requirement of open data by the journals. (4) There exist more than fifty open data repositories, and more than half of them are managed by the institutions established for each specific field of research or by the organization outside of the campus. From the survey, it is suggested that the researchers are still conservative to make their data open, and a current practical necessity to RDM system in the campus seems to be a system for keeping and making the data open within each research group. By preparing a convenient RDM system as well as the requirement of open data by the journals in wider discipline may change the consciousness of the researchers on open data.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"80 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116700245","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Designing an Escape Room Educational Game for Cardiopulmonary Resuscitation Training: The Evaluation of Learning Achievement and Flow State","authors":"Cheng-Tai Li, Yu-Ju Huang, Chia-Ming Yeh, Wen-Lin Chen, Guan-Yu Chen, He-Xun Cai, Wan-Qin Xu, H. Hou","doi":"10.1109/IIAI-AAI50415.2020.00165","DOIUrl":"https://doi.org/10.1109/IIAI-AAI50415.2020.00165","url":null,"abstract":"The study aimed to develop an escape room educational game for learning cardiopulmonary resuscitation (CPR) procedure. To evaluate the game, thirty-eight junior high students from northern Taiwan participated in a learning activity using the game. The results revealed that learners this game enhanced students’ learning achievement of CPR procedure. Meanwhile, learners generally enjoyed playing the game in terms of their flow state, and perceived the game as useful and easy to use.","PeriodicalId":188870,"journal":{"name":"2020 9th International Congress on Advanced Applied Informatics (IIAI-AAI)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117304754","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}