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Article
Publication date: 2 May 2017

A multi-objective evolutionary algorithm-based soft computing model for educational data mining: A distance learning experience

Choo Jun Tan, Ting Yee Lim, Chin Wei Bong and Teik Kooi Liew

The purpose of this paper is to propose a soft computing model based on multi-objective evolutionary algorithm (MOEA), namely, modified micro genetic algorithm (MmGA…

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Abstract

Purpose

The purpose of this paper is to propose a soft computing model based on multi-objective evolutionary algorithm (MOEA), namely, modified micro genetic algorithm (MmGA) coupled with a decision tree (DT)-based classifier, in classifying and optimising the students’ online interaction activities as classifier of student achievement. Subsequently, the results are transformed into useful information that may help educator in designing better learning instructions geared towards higher student achievement.

Design/methodology/approach

A soft computing model based on MOEA is proposed. It is tested on benchmark data pertaining to student activities and achievement obtained from the University of California at Irvine machine learning repository. Additional, a real-world case study in a distance learning institution, namely, Wawasan Open University in Malaysia has been conducted. The case study involves a total of 46 courses collected over 24 consecutive weeks with students across the entire regions in Malaysia and worldwide.

Findings

The proposed model obtains high classification accuracy rates at reduced number of features used. These results are transformed into useful information for the educational institution in our case study in an effort to improve student achievement. Whether benchmark or real-world case study, the proposed model successfully reduced the number features used by at least 48 per cent while achieving higher classification accuracy.

Originality/value

A soft computing model based on MOEA, namely, MmGA coupled with a DT-based classifier, in handling educational data is proposed.

Details

Asian Association of Open Universities Journal, vol. 12 no. 1
Type: Research Article
DOI: https://doi.org/10.1108/AAOUJ-01-2017-0012
ISSN: 1858-3431

Keywords

  • Classification
  • Optimization
  • Student achievement
  • Educational data mining
  • Multi-objective evolutionary algorithm

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Article
Publication date: 1 June 1999

Survival strategies of hightech corporations: applicable insights from executive narratives

George K. Chacko

Gives an in depth view of the strategies pursued by the world’s leading chief executive officers in an attempt to provide guidance to new chief executives of today…

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Abstract

Gives an in depth view of the strategies pursued by the world’s leading chief executive officers in an attempt to provide guidance to new chief executives of today. Considers the marketing strategies employed, together with the organizational structures used and looks at the universal concepts that can be applied to any product. Uses anecdotal evidence to formulate a number of theories which can be used to compare your company with the best in the world. Presents initial survival strategies and then looks at ways companies can broaden their boundaries through manipulation and choice. Covers a huge variety of case studies and examples together with a substantial question and answer section.

Details

Asia Pacific Journal of Marketing and Logistics, vol. 11 no. 2/3
Type: Research Article
DOI: https://doi.org/10.1108/13555859910764606
ISSN: 1355-5855

Keywords

  • Top management
  • Strategy
  • Marketing strategy
  • Competitive advantage
  • High technology

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Article
Publication date: 1 June 2005

Paradigm weak and strong – Volume 2

Li‐teh Sun

Man has been seeking an ideal existence for a very long time. In this existence, justice, love, and peace are no longer words, but actual experiences. How ever, with the…

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Abstract

Man has been seeking an ideal existence for a very long time. In this existence, justice, love, and peace are no longer words, but actual experiences. How ever, with the American preemptive invasion and occupation of Afghanistan and Iraq and the subsequent prisoner abuse, such an existence seems to be farther and farther away from reality. The purpose of this work is to stop this dangerous trend by promoting justice, love, and peace through a change of the paradigm that is inconsistent with justice, love, and peace. The strong paradigm that created the strong nation like the U.S. and the strong man like George W. Bush have been the culprit, rather than the contributor, of the above three universal ideals. Thus, rather than justice, love, and peace, the strong paradigm resulted in in justice, hatred, and violence. In order to remove these three and related evils, what the world needs in the beginning of the third millenium is the weak paradigm. Through the acceptance of the latter paradigm, the golden mean or middle paradigm can be formulated, which is a synergy of the weak and the strong paradigm. In order to understand properly the meaning of these paradigms, however, some digression appears necessary.

Details

International Journal of Sociology and Social Policy, vol. 25 no. 6/7
Type: Research Article
DOI: https://doi.org/10.1108/01443330510791342
ISSN: 0144-333X

Keywords

  • Paradigms
  • Society
  • Cause and effect

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Article
Publication date: 1 May 1998

Age, sex, colour and disability discrimination in America

Brian H. Kleiner

Presents a special issue, enlisting the help of the author’s students and colleagues, focusing on age, sex, colour and disability discrimination in America. Breaks the…

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Abstract

Presents a special issue, enlisting the help of the author’s students and colleagues, focusing on age, sex, colour and disability discrimination in America. Breaks the evidence down into manageable chunks, covering: age discrimination in the workplace; discrimination against African‐Americans; sex discrimination in the workplace; same sex sexual harassment; how to investigate and prove disability discrimination; sexual harassment in the military; when the main US job‐discrimination law applies to small companies; how to investigate and prove racial discrimination; developments concerning race discrimination in the workplace; developments concerning the Equal Pay Act; developments concerning discrimination against workers with HIV or AIDS; developments concerning discrimination based on refusal of family care leave; developments concerning discrimination against gay or lesbian employees; developments concerning discrimination based on colour; how to investigate and prove discrimination concerning based on colour; developments concerning the Equal Pay Act; using statistics in employment discrimination cases; race discrimination in the workplace; developments concerning gender discrimination in the workplace; discrimination in Japanese organizations in America; discrimination in the entertainment industry; discrimination in the utility industry; understanding and effectively managing national origin discrimination; how to investigate and prove hiring discrimination based on colour; and, finally, how to investigate sexual harassment in the workplace.

Details

Equal Opportunities International, vol. 17 no. 3/4/5
Type: Research Article
DOI: https://doi.org/10.1108/02610159810785601
ISSN: 0261-0159

Keywords

  • Discrimination
  • Legislation
  • United States of America

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Article
Publication date: 28 December 2020

A systematic integrative review of cognitive biases in consumer health information seeking: emerging perspective of behavioral information research

Tsangyao Chen

With the growing interest in behavioral health and medical decision-making, this systematic integrative review aims to understand research on cognitive biases in the…

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Abstract

Purpose

With the growing interest in behavioral health and medical decision-making, this systematic integrative review aims to understand research on cognitive biases in the context of consumer health information seeking and where future research opportunities may reside.

Design/methodology/approach

Following a systematic review protocol, 40 empirical research articles, out of 1,127 journal research papers from 12 academic databases, from 1995 to 2019, are included for review.

Findings

The study of cognitive biases in consumer health information seeking is a nascent and fast-growing phenomenon, with variety in publication venues and research methods. Among the 16 biases investigated, optimistic bias and confirmation bias have attracted most attention (46.9%). Researchers are most interested in specific disease/illness (35%) and the health factors of consumer products (17.5%). For theoretical presence, about one-third of the reviewed articles have cited behavioral economist Daniel Kahneman, although most of the references are the early works of Kahneman.

Research limitations/implications

As an emerging research area, there exists plenty of cognitive biases to be investigated in the context of health information seeking. In the meantime, the adoption of more recent theoretical insights such as nudge for debiasing may enrich this research area. Health communication scientists may find incorporating the behavioral decision research framework enriches the disciplinary inquiry of health information seeking, while information scientists could use it to commence the cognitive turn of information science evolution.

Originality/value

Through evidence-based understanding, this review shows the potential research directions that health communication scientists and information scientists could contribute to optimize health decisions through the adoption of behavioral decision research framework.

Details

Journal of Documentation, vol. ahead-of-print no. ahead-of-print
Type: Research Article
DOI: https://doi.org/10.1108/JD-01-2020-0004
ISSN: 0022-0418

Keywords

  • Behavioral decision research
  • Cognitive biases
  • Health information seeking
  • Systematic review
  • Behavioral information research

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Article
Publication date: 1 January 1995

Enhancing Entrepreneurial Spirit: A Resolve for University Graduates

James Poon Teng Fatt and Teo Hee Ang

The growing importance of entrepreneurship is the result of a global awareness of increasing competitiveness in the business environment. In Singapore, the SME Master Plan…

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Abstract

The growing importance of entrepreneurship is the result of a global awareness of increasing competitiveness in the business environment. In Singapore, the SME Master Plan (1989) emphasises entrepreneurship as “a key component of the strategy to develop Singapore into a major node in global business and a total business centre.” Much has been reported in the press about entrepreneurship. The article “So You Think We've Arrived?” (Straits Times, 3 Jan 1993) says it all. In the past, Singapore had the temporary sensation of plenty and peace. Singapore industrialised and attracted multinational corporations (MNCs) to leap‐frog the region. This has enabled Singapore to grow at a phenomenal rate. Now, the region has awakened. Our neighbours have learned and are now more competitive to demand a share of the market. The challenge for tomorrow is a more competitive business environment. Our Senior Minister, Mr Lee Kuan Yew, has emphasised that about 15 to 20 percent of Singapore's better graduates must venture abroad if Singapore is to become a developed country (Straits Times, 23 Apr. 1993). Thus, the emerging need for an entrepreneurial spirit has begun and is more real now than ever.

Details

Management Research News, vol. 18 no. 1/2
Type: Research Article
DOI: https://doi.org/10.1108/eb028398
ISSN: 0140-9174

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Article
Publication date: 1 April 2005

Paradigm weak and strong – Volume 1

Li‐teh Sun

Man has been seeking an ideal existence for a very long time. In this existence, justice, love, and peace are no longer words, but actual experiences. How ever, with the…

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Abstract

Man has been seeking an ideal existence for a very long time. In this existence, justice, love, and peace are no longer words, but actual experiences. How ever, with the American preemptive invasion and occupation of Afghanistan and Iraq and the subsequent prisoner abuse, such an existence seems to be farther and farther away from reality. The purpose of this work is to stop this dangerous trend by promoting justice, love, and peace through a change of the paradigm that is inconsistent with justice, love, and peace. The strong paradigm that created the strong nation like the U.S. and the strong man like George W. Bush have been the culprit, rather than the contributor, of the above three universal ideals. Thus, rather than justice, love, and peace, the strong paradigm resulted in in justice, hatred, and violence. In order to remove these three and related evils, what the world needs in the beginning of the third millenium is the weak paradigm. Through the acceptance of the latter paradigm, the golden mean or middle paradigm can be formulated, which is a synergy of the weak and the strong paradigm. In order to understand properly the meaning of these paradigms, however, some digression appears necessary.

Details

International Journal of Sociology and Social Policy, vol. 25 no. 4/5
Type: Research Article
DOI: https://doi.org/10.1108/01443330510791333
ISSN: 0144-333X

Keywords

  • Paradigms
  • Society
  • Cause and effect

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Article
Publication date: 1 February 2005

E‐commerce: managing the legal risks

Roger Reinsch

E‐commerce plays an important role in today’s business environment, and that role will continue to grow each year. eMarketer predicts that by “2004, world wide e‐commerce…

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Abstract

E‐commerce plays an important role in today’s business environment, and that role will continue to grow each year. eMarketer predicts that by “2004, world wide e‐commerce revenues are expected to total USD 2.7 trillion”. E‐commerce continues to grow in the United States. “The Census Bureau of the Department of Commerce announced today that the estimate of U.S. retail e‐commerce sales for the first quarter of 2004, not adjusted for seasonal, holiday, and trading‐day differences, was $15.5 billion, an increase of 28.1 per cent (±2.9 per cent) from the first quarter of 2003.” “According to a new study by RoperASW and AOL Time Warner, Europeans spent on average EUR430 on line between August and October 2002.” This compares with an average spend of EUR543 per head in the US over the same period.

Details

Managerial Law, vol. 47 no. 1/2
Type: Research Article
DOI: https://doi.org/10.1108/03090550510771377
ISSN: 0309-0558

Keywords

  • E‐commerce
  • AOL Time Warner
  • United States of America

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Article
Publication date: 3 April 2018

Employee perceptions of organization culture with respect to fraud – where to look and what to look for

Kuldeep Kumar, Sukanto Bhattacharya and Richard Hicks

Recent research has confirmed an underlying economic logic that connects each of the three vertices of the “fraud triangle” – a fundamental criminological model of factors…

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Abstract

Purpose

Recent research has confirmed an underlying economic logic that connects each of the three vertices of the “fraud triangle” – a fundamental criminological model of factors driving occupational fraud. It is postulated that in the presence of economic motivation and opportunity (the first two vertices of the fraud triangle), the likelihood of an occupational fraud happening in an organization increases substantially if the overall organization culture is perceived as being slack toward fraud as it helps potential fraudsters in rationalizing their actions (rationalization being the third vertex of the fraud triangle). This paper aims to offer a viable approach for collecting and processing of data to identify and operationalize the key factors underlying employee perception of organization culture toward occupational frauds.

Design/methodology/approach

This paper reports and analyses the results of a pilot study conducted using a convenience sampling approach to identify and operationalize the key factors underlying employee perception of organization culture with respect to occupational frauds. Given a very small sample size, a numerical testing technique based on the binomial distribution has been applied to test for significance of the proportion of respondents who agree that a lenient organizational culture toward fraud can create a rationalization for fraud.

Findings

The null hypothesis assumed no difference in the population proportions between those who agree and those who disagree with the view that a lenient organizational culture toward fraud can create a rationalization for fraud. Based on the results of the numerical test, the null hypothesis is rejected in favor of the alternative that the population proportion of those who agree with the stated view in fact exceeded the proportion of those who disagreed.

Research limitations/implications

The obvious limitation is the very small size of the sample obtained because of an extremely low rate of response to the survey questionnaires. However, while of course a much bigger data set needs to be collected to develop a generalizable prediction model, the small sample was enough for the purpose of a pilot study.

Practical implications

This paper makes two distinct practical contributions. First, it posits a viable empirical research plan for identifying, collecting and processing the right data to identify and operationalize the key underlying factors that capture an employee’s perception of organizational culture toward fraud as a basis for rationalizing an act of fraud. Second, it demonstrates via a small-scale pilot study that a more broad-based survey can indeed prove to be extremely useful in collating the sort of data that is needed to develop a computational model for predicting the likelihood of occupational fraud in any organization.

Originality/value

This paper provides a viable framework which empirical researchers can follow to test some of the latest advances in the “fraud triangle” theory. It outlines a systematic and focused data collection method via a well-designed questionnaire that is effectively applicable to future surveys that are scaled up to collect data at a nationwide level.

Details

Pacific Accounting Review, vol. 30 no. 2
Type: Research Article
DOI: https://doi.org/10.1108/PAR-05-2017-0033
ISSN: 0114-0582

Keywords

  • Fraud triangle
  • Binomial distribution
  • Occupational fraud

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Article
Publication date: 13 June 2008

Knowledge sharing in Chinese construction project teams and its affecting factors: An empirical study

Zhenzhong Ma, Liyun Qi and Keyi Wang

The purpose of this paper is to explore knowledge sharing in a Chinese context and to examine the impact of some key contextual factors that affect knowledge sharing…

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Abstract

Purpose

The purpose of this paper is to explore knowledge sharing in a Chinese context and to examine the impact of some key contextual factors that affect knowledge sharing within project teams in the Chinese construction sector.

Design/methodology/approach

Self‐administered questionnaires were used in this study. Data were collected by surveying 222 managerial employees from different project teams in the construction sector in China. Regression analysis was then used to explore the relationship between different factors and the willingness to share knowledge. The potential influence of Chinese traditional cultures on this relationship was also explored.

Findings

This paper shows that within the Chinese context, explicit knowledge promotes knowledge sharing while tacit knowledge creates barriers to knowledge sharing in project teams. Moreover, trust is positively related to knowledge sharing but justice, leadership style, and empowerment do not influence whether employees will share knowledge among themselves in project teams.

Originality/value

While it is well known that knowledge management is critical to success, few studies have examined knowledge management in a Chinese context and little is known how the Chinese generate, codify, and transfer knowledge. This paper tries to bridge this gap by examining what affects knowledge sharing in project teams in China so as to help better understand knowledge management in this important emerging market and whether China can sustain its success in economic growth with effective knowledge management.

Details

Chinese Management Studies, vol. 2 no. 2
Type: Research Article
DOI: https://doi.org/10.1108/17506140810882234
ISSN: 1750-614X

Keywords

  • Knowledge sharing
  • Tacit knowledge
  • Explicit knowledge
  • Trust
  • China

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