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To identify and analyze the occurrence of Internet financial market risk, data mining technology is combined with deep learning to process and analyze. The market risk management of the Internet is to improve the management level of Internet financial risk, improve the policy of Internet financial supervision and promote the healthy development of Internet finance.

In this exploration, data mining technology is combined with deep learning to mine the Internet financial data, warn the potential risks in the market and provide targeted risk management measures. Therefore, in this article, to improve the application ability of data mining in dealing with Internet financial risk management, the radial basis function (RBF) neural network algorithm optimized by ant colony optimization (ACO) is proposed.

The results show that the actual error of the ACO optimized RBF neural network is 0.249, which is 0.149 different from the target error, indicating that the optimized algorithm can make the calculation results more accurate. The fitting results of the RBF neural network and ACO optimized RBF neural network for nonlinear function are compared. Compared with the performance of other algorithms, the error of ACO optimized RBF neural network is 0.249, the running time is 2.212 s, and the number of iterations is 36, which is far less than the actual results of the other two algorithms.

The optimized algorithm has a better spatial mapping and generalization ability and can get higher accuracy in short-term training. Therefore, the ACO optimized RBF neural network algorithm designed in this exploration has a high accuracy for the prediction of Internet financial market risk.

To address the problem that the current train operation mode that train selects one of several offline pre-generated control schemes before the departure and operates following the scheme after the departure, energy-saving performance of the whole metro system cannot be guaranteed.

A cooperative train control framework is formulated to regulate a novel train operation mode. The classic train four-phase control strategy is improved for generating specific energy-efficient control schemes for each train. An improved brute force (BF) algorithm with a two-layer searching idea is designed to solve the optimisation model of energy-efficient train control schemes.

Case studies on the actual metro line in Guangzhou, China verify the effectiveness of the proposed train control methods compared with four-phase control strategy under different kinds of train operation scenarios and calculation parameters. The verification on the computation efficiency as well as accuracy of the proposed algorithm indicates that it meets the requirement of online optimisation.

Most existing studies optimised energy-efficient train timetable or train control strategies through an offline process, which has a defect in coping with the disturbance or delays effectively and promptly during real-time train operation. This paper studies an online optimisation of cooperative train control based on the rolling optimisation idea, where energy-efficient train operation can be realised once train running time is determined, thus mitigating the impact of unpredictable operation situations on the energy-saving performance of trains.

Past studies show that companies’ connection with the government (or politically connected companies (PCCs)) contributed negatively to their financial performance. The grabbing hand theory suggests that political connection demand companies to serve political and social obligation that exhaust companies’ financial resources. The purpose of this paper is to extend the previous studies by examining the role of monitoring mechanisms, specifically corporate governance mechanism and institutional ownership (IO), whether they weaken or strengthen the financial performance of PCCs in Malaysia.

The sample consists of all companies listed on the Main Board of Bursa Malaysia (previously known as Kuala Lumpur Stock Exchange) for the year of 2004-2007. The time periods were chosen because there were no significant economic and political events that could possibly distorted the financial and non-financial data.

The findings show that companies’ political connection (the presence of political figure or government representative as members of board of director) has consistently showing negative relationship with performance. The result is consistent with the grabbing hand theory that argues that companies’ connection with government would actually destroy companies’ value. The monitoring role of corporate governance as measured by the percentage of independent board members does not have any significant effect on firm’s performance. The monitoring role of corporate governance as measured by the composition of independent board members have shown a positive significant effect on the company’s performance. However the second monitoring mechanism, the percentage of institutional investors, have a tendency to weaken the company’s performance.

The findings of this study provide an additional understanding of the consequence of government intervention on companies’ performance. This study also highlights the role of monitoring mechanism (independence board members and IO) in strengthening or weakening the performance. The findings suggest that the proper appointment criteria for board members should be seriously considered to ensure better corporate governance structure. Therefore, the formation of the nomination committee as suggested by the current Malaysian Code of Corporate Governance play an important contribution to ensure candidates nominated as board members have proper credentials and qualifications to carry out responsibilities as board members.

The purpose of this paper is to examine the effect of ownership structure on the goodwill impairment policy of Malaysian listed firms. In particular, the authors test whether the direction and magnitude of goodwill impairment are related to whether firms are government or family controlled firms. Given the highly concentrated ownership of firms in Malaysia, the authors suggest that the “entrenchment effect” will take precedence over the “alignment effect”, which will be reflected in the accounting policy on goodwill valuation and impairment.

This study utilizes logistic and Tobit regressions to test the prediction, controlling for a range of factors that might affect the goodwill impairment decision. The data were manually collected through 579 firm-year observations from the financial reports of companies listed on the Bursa Malaysia web site for the period 2003-2009.

The authors find that family controlled firms are more likely to record goodwill impairment than non-family controlled firms. The results are, however, not significant in government-controlled firms. Similar evidence in prior studies finds that Malaysian firms are more likely to recognize and record higher goodwill impairment loss in their first year of adoption than in the subsequent years. Interestingly, in contrast to prior studies, longer chief executive officer (CEO) tenure is found to be positively associated with the likelihood to recognize and record higher impairment of goodwill.

This paper is one of few studies that examine the role of ownership structure on goodwill accounting policy choice where ownership structure is highly concentrated and government owned firms play a significant role in the economy. The paper also examines goodwill policy choice before, during the transition and subsequent to the adoption of the goodwill standard in Malaysia, which has not been addressed before.

The authors’ examination aims to offer a quantitative perspective on the interrelationships between tourist harassment, the destination image, emotions and destination revisit intent. Furthermore, it explores the moderating role of travelers' experiences and tolerance in the link between tourist harassment, the destination image and revisit intentions.

The authors’ examination seeks to fill this research gap by utilizing a combination of qualitative and quantitative methods to test eight hypotheses using AMOS 23 and PROCESS MARCO.

The findings showed that tourist harassment negatively impacts the destination image and revisit intentions. Moreover, it indicated that tourists' experiences and tolerance moderate the link between harassment, the destination image and revisit intentions for travelers with high levels of experience and tolerance compared to those with low levels.

This article contributes to travel research and service failure recovery research on tourist harassment and its consequences. To this end, it developed and validated a new tourist harassment scale. Moreover, it is the first study that examines the moderating role of visitors' experiences and tolerance on the link between tourist harassment, the destination image and revisit intentions. Finally, this article is the first to empirically offer destination harassment reduction techniques.

To determine if the ancient Chinese tradition of Feng Shui affects residential property prices in a Western setting (“Western” and “the West” refers to the cultures and peoples of the mainlands Europe, the Americas, Australia, and New Zealand.)

Two approaches were adopted to measure the impact of Feng Shui design principles on property prices. First, a case study approach using a paired sales analysis was adopted to compare sales transaction prices of Feng Shui designed condominiums with sales prices of condominiums that were built without this design feature. Second, sales transaction data were analysed using multiple regression analysis in a hedonic pricing framework.

The results were mixed but provide preliminary evidence that Feng Shui impacts positively on property prices in the West.

Firstly, the units were sold as “designer ready”. Prices for these units exclude floor coverings, painting, kitchen and bathroom fittings, appliances, counter tops and plumbing fixtures. A more precise adjustment was not able to be made as the actual build‐out cost for each unit was not available. However, it was felt that the average rate was a reasonable proxy for the cost of a build‐out. Secondly, the case study includes sales of Feng Shui designed units in only one building. A more reliable result would have been achieved had the data set included several buildings constructed using the principles of Feng Shui.

With the rise in popularity of the use of Feng Shui design in Western homes, understanding the effects of this on property values is important to both property valuers and investors of such property.

Research on the impact of cultural beliefs on residential property values in the West is limited. This paper provides a contribution to understanding the value affects of such beliefs, specifically those relating to Feng Shui.

This exploratory study aims to determine whether a relationship is likely to exist between good feng shui and success.

The feng shui of eight hotel foyers and entrances were evaluated against 20 criteria, and managers asked to comment on the success of their hotels. Results were examined for possible relationships between feng shui and their descriptions of success.

Similarities between the reported success of hotel and feng shui evaluations were found in six out of the eight hotels in the study.

Responses on success were subjective and based on five criteria, which were insufficient to determine the existence of a firm relationship between actual success and feng shui. However, this was an exploratory study, and the relationships were sufficiently strong to warrant further research.

Findings suggest that feng shui offers useful design principles, and hotels with good feng shui are described as being more successful than those with poor feng shui. Good feng shui appears to have a positive effect on feelings of success.

This is the first study that attempts to test the relationship between good feng shui and success.

Size fit and economic efficiency are two crucial aspects that need to be considered in designing a sizing system. However, there could exist a trade-off between those aspects in order to establish a practical sizing system. The purpose of this paper is to develop a sequential hybrid method of grid and optimization to generate a practical sizing system using anthropometric data.

The proposed sequential hybrid method consisted of two sequential steps, which employs grid method and optimization method. In the initial step, the grid method creates primary grids that accommodate a designated percentage (e.g. 90%) of users with best size fit. In the subsequent step, the optimization method generated additional grids to provide acceptable fit, with minimum fit penalty scores for users unaccommodated by the primary grids. Our method was applied to the development of a sizing system for men's military jackets. The proposed method performances were evaluated in terms of accommodation percentage, size fit and number of sizing categories.

Our proposed method resulted in 26 primary grids during the initial step, which cover 90% of users. Next, we generated six additional grids during the subsequent step that provide minimum fit penalty scores for the rest (10%) users.

The main contributions of this paper are as follows: consider accommodation percentage, size fit and number of sizing categories in the design of sizing system; combine the grid and optimization methods and evaluate a sizing system for men's military jackets. The proposed method is applicable to develop optimal sizing systems for multiple-size products.

This study aims to investigate Feng Shui elements that can influence housing selection and property pricing in the Malaysian housing market.

A structured questionnaire encompassing 26 Feng Shui elements, which were shortlisted based on relevant previous studies, was distributed to prospective homebuyers in the Klang Valley region. The elements were inferred and ranked according to frequency, significance and importance scores. Kruskal–Wallis ANOVA tests were used to assess the ratings provided by the different respondent groups, while Spearman's rank correlation tests were utilised to measure the degree of agreement or disagreement among each pair of the ethnic group.

The results obtained indicate the following as the five most influential elements: orientation, main entrance, street location, house number and living room. Despite a multiethnic and multicultural society in Malaysia, Spearman's rank correlation tests showed that there are no differences in the prioritisation of Feng Shui elements between three distinct ethnic groups (Malay, Chinese and Indian). However, the distribution scores are statistically different between the groups. Comparing income level with Feng Shui inclinations, the three most frequently considered elements across the three income groups consistently include orientation, main entrance and street location.

The findings of this study are expected to provide guidance to property stakeholders (developers, real estate agencies, architects, local authorities) in their future development projects. For homebuyers, this study serves as a property Feng Shui checklist for home selection and investment.

This study explored the association of Feng Shui principles to housing selection and property pricing based on cultural and income factors. These findings provide useful insights for designing and positioning of residential properties in both primary and secondary housing markets in Malaysia and beyond.

There have recently been an increasing number of scientific studies exploring the effectiveness of practising Chinese geomancy or feng shui in the built environment. However, these are rather generic studies focusing mainly on urban planning, architecture and interior design. The impetus for this present research stems from the lack of understanding relating to the practice of feng shui in Facilities Management (FM). Bridging these two disciplines, this study examines the relevance of and relationship between feng shui and FM principles.

A questionnaire survey was conducted, the results of which affirm the validity of the assimilated relationships between the two disciplines. Interviews with three groups of experts – the feng shui practitioners, facilities managers and feng shui practitioners who are also building professionals – were also conducted to verify the assimilation of the two disciplines with a view to draw new perspectives for better understanding.

The principles of feng shui and FM were studied, and the validity of the relationships between 15 feng shui principles and three FM activities were examined. The latter relates specifically to building fabric cleaning, routine external site/lot cleaning and road and pavement cleaning. It was found that specific feng shui principles and scenarios appear to influence the three FM activities. The statistical analysis shows that the means of specific feng shui scenarios in relation to FM activities were consistently higher than those of the feng shui principles. The one-sample t-test indicates that all the feng shui principles were significant in affecting the three FM activities.

This study provides a better understanding of the relevance of feng shui principles influencing FM principles. It also revealed the challenges and limitations in bridging the relationships between these two disciplines.

This study is the first investigation to examine the relevance and relationship between feng shui and FM practice. This serves to encourage further research to determine how feng shui design implementation will affect the ease of conducting FM activities. If the relationship is established, as is the case from this study, then the implementation of feng shui principles in building design can be encouraged to positively influence the ease of conducting FM activities downstream in the occupancy stage. This can serve to contribute to the improvement of sustainable building design. It can also contribute to the scientific investigation of feng shui, which has so far been largely overlooked in built environment studies. Such studies can help to demystify and provide logical and scientific interpretations of how feng shui principles actually work.