• Asia pacific journal of information systems
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• 제29권1호
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• pp.35-49
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• 2019

The paper attempts to document the application of relevant Machine Learning (ML) models on Yelp (a crowd-sourced local business review and social networking site) dataset to analyze, predict and recommend business. Strategically using two cloud platforms to minimize the effort and time required for this project. Seven machine learning algorithms in Azure ML of which four algorithms are implemented in Databricks Spark ML. The analyzed Yelp business dataset contained 70 business attributes for more than 350,000 registered business. Additionally, review tips and likes from 500,000 users have been processed for the project. A Recommendation Model is built to provide Yelp users with recommendations for business categories based on their previous business ratings, as well as the business ratings of other users. Classification Model is implemented to predict the popularity of the business as defining the popular business to have stars greater than 3 and unpopular business to have stars less than 3. Text Analysis model is developed by comparing two algorithms, uni-gram feature extraction and n-feature extraction in Azure ML studio and logistic regression model in Spark. Comparative conclusions have been made related to efficiency of Spark ML and Azure ML for these models.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제18권6호
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• pp.1518-1539
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• 2024

Artificial intelligence-enabled business models aim to improve decision-making, operational efficiency, innovation, and productivity. The presented systematic literature review is conducted to highlight elucidating the utilization of artificial intelligence (AI) methods and techniques within AI-enabled businesses, the significance and functions of AI-enabled organizational models and frameworks, and the design parameters employed in academic research studies within the AI-enabled business domain. We reviewed 39 empirical studies that were published between 2010 and 2023. The studies that were chosen are classified based on the artificial intelligence business technique, empirical research design, and SLR search protocol criteria. According to the findings, machine learning and artificial intelligence were reported as popular methods used for business process modelling in 19% of the studies. Healthcare was the most experimented business domain used for empirical evaluation in 28% of the primary research. The most common reason for using artificial intelligence in businesses was to improve business intelligence. 51% of main studies claimed to have been carried out as experiments. 53% of the research followed experimental guidelines and were repeatable. For the design of business process modelling, eighteen AI mythology were discovered, as well as seven types of AI modelling goals and principles for organisations. For AI-enabled business models, safety, security, and privacy are key concerns in society. The growth of AI is influencing novel forms of business.

• Journal of Information Technology Applications and Management
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• 제11권4호
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• pp.133-145
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• 2004

The two main purposes of this paper are to 1) investigate critical components of university information systems for information resources management, 2) develop a comprehensive framework model of university information systems for e-Business Era. Through a literature review and by employing group decision making techniques with managers of K University, critical components for developing university information systems were identified. The critical components of university information systems are 1) academic affaires. 2) general administration. (3) research administration. (4) information services. (5) management support, (6) cyber education. (7) knowledge management, (8) e-library. (9) mobile service. and (10) IT infrastructures. In the second stage. by employing IT experts in K University and other institutes. a comprehensive framework of university information systems for e-Business era was developed. The comprehensive framework shows that major components for university information resources management are (1) information infrastructure. (2) common operating environments. (3) applications/information services. The results of this study expect to help managers. who are in charge of university information systems. plan to develop information systems based on the framework proposed in this paper.

• The Journal of Asian Finance, Economics and Business
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• 제8권1호
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• pp.327-333
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• 2021

Accounting information disclosure by enterprises is important for third-party entities (suppliers, creditors, banks, regulators, etc.). Voluntary accounting information disclosure (VAID) refers to additional information related to business activities shown on the annual report above and beyond the required information about business results and financial position as well as cash flow. This supports the stakeholders gaining useful information to make proper business decisions. The article examines the influence of ownership structure on the voluntary accounting information disclosure of the top 100 Vietnamese listed companies (VN100). Data collected by authors on regular annual reports totaled 425 observations from 2015 to 2019. The article uses OLS to test multivariate regression models with time-series data. The research results show that there are three variables affecting voluntary accounting information disclosure, of which foreign ownership and institution ownership have a positive impact, while concentration ownership has an opposite impact. Accordingly, the managers of VN100 should raise awareness in order to demonstrate the obligation of information providers to users to ensure clarity and completeness. The state agencies should encourage VN100 to enhance voluntary accounting information disclosure. This contributes to improve the information level of Vietnamese listed companies to embrace the trend of international economic integration.

• 한국정보시스템학회:학술대회논문집
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• 한국정보시스템학회 2000년도 춘계학술대회
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• pp.265-270
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• 2000

• Asia pacific journal of information systems
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• 제25권4호
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• pp.712-718
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• 2015

• 한국정보관리학회:학술대회논문집
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• 한국정보관리학회 2000년도 제7회 학술대회 논문집
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• pp.207-212
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• 2000

1990년대 중반이후 현재까지 인터넷사업 중 커다란 이슈가 되고 있는 전자비즈니스 (e-Business)의 이론적 배경 및 현황을 파악하고 앞으로의 시장 전망을 조사하여 현재 국내 e-Business의 문제점과 장애요소를 해결하기 위한 기업차원의 노력, 정부차원의 지원 및 과제와 정책방향 등을 제시하고 이를 근거로 e-Business의 활성화 방안을 모색해 본다.

• 한국정보과학회:학술대회논문집
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• 한국정보과학회 2002년도 봄 학술발표논문집 Vol.29 No.1 (B)
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• pp.94-96
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• 2002

본 논문에서는 EDI(Electronic Data Interchange)와 WorkFlow 시스템에서 가지고 있는 비즈니스 룰 (Business Rule)을 논리 프로그램인 Prolog를 이용해서 각 비즈니스 룰을 분석하고 각각의 프로세스를 완전한 수행을 할 수 있는 시스템을 설계한다.

• 아태비즈니스연구
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• 제11권4호
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• pp.271-289
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• 2020

Purpose - This paper examined the relation between Correction of Annual Reports and Earnings management. The annual reports are used as key reports for critical decision making by providing useful information to various stakeholders across the firm. Design/methodology/approach - The sequence of this study is analysed that each of the following two cases affects the earning management: 1. that corrections have been made; 2. Where financial information have been modified or non-financial information have been modified during the correction of the annual report. We draw an initial sample of firms listed on the Korea Stock Exchange from 2014 to 2017. Among these, we excluded firms that were not able to obtain the variables needed to measure the correction of Annual Reports and the earnings management. Finally, we use the 7,035 firm-year observations. Findings - Our empirical results of this study are as follows; First, it turned out that the earnings management of companies that report business reports on corrections is larger than those that do not. Second, among the types of annual report corrections, the correction of non-financial information is significantly larger on earnings management than the correction of financial information. Research implications or Originality - The correction disclosure of business reports is a very important issue in terms of accounting information accuracy and reliability. The results of this study will provide policy implications for correction disclosures and regulations due to an important issue as accounting information. An entity that initially prepares accounting information should advanced in such a way that it provides high quality accounting information and then complements and accepts it by various stakeholders.

• 한국IT서비스학회지
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• 제14권1호
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• pp.251-262
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• 2015

This study checks the conceptual definition of domestic book curation which is still in the beginning stage, the necessity of developing service and business, domestic and overseas case of relevant service. Further, the problem of book recommendation service and the difficulty anticipated in the embodiment of service are investigated together and the business model as new IT service is suggested to supplement them. Specifically, the collection of book information and customer information (interest and purchase pattern) and the procedure of mining the collected information and the process of embodying visualization was presented in the sector of service in the first place. Then, the technical transfer of developed solution and the construction cost and the method to impose commission over contents sales are presented in the sector of business. Diverse social and economic effects are expected to realize by developing and utilizing such services, namely, promoting the distribution of excellent book which were kept in dead storage so far due to lack of marketing support, recommendation readers the proper books which are convenient and necessary.