Cluster searching strategies for collaborative recommendation systems

In-memory nearest neighbor computation is a typical collaborative filtering approach for high recommendation accuracy. However, this approach is not scalable given the huge number of customers and items in typical commercial applications. Cluster-based collaborative filtering techniques can be a remedy for the efficiency problem, but they usually provide relatively lower accuracy figures, since they may become over-generalized and produce less-personalized recommendations. Our research explores an individualistic strategy which initially clusters the users and then exploits the members within clusters, but not just the cluster representatives, during the recommendation generation stage. We provide an efficient implementation of this strategy by adapting a specifically tailored cluster-skipping inverted index structure. Experimental results reveal that the individualistic strategy with the cluster-skipping index is a good compromise that yields high accuracy and reasonable scalability figures.     

Modern standard Arabic speech corpus for implementing and evaluating automatic continuous speech recognition systems

This paper presents our work towards developing a new speech corpus for Modern Standard Arabic (MSA), which can be used for implementing and evaluating Arabic speaker-independent, large vocabulary, automatic, and continuous speech recognition systems. The speech corpus was recorded by 40 (20 male and 20 female) Arabic native speakers from 11 countries representing three major regions (Levant, Gulf, and Africa). Three development phases were conducted based on the size of training data, Gaussian mixture distributions, and tied states (senones). Based on our third development phase using 11 hours of training speech data, the acoustic model is composed of 16 Gaussian mixture distributions and the state distributions tied to 300 senones. Using three different data sets, the third development phase obtained 94.32% and 8.10% average word recognition correctness rate and average Word Error Rate (WER), respectively, for same speakers with different sentences (testing sentences). For different speakers with same sentences (training sentences), this work obtained 98.10% and 2.67% average word recognition correctness rate and average WER, respectively, whereas for different speakers with different sentences (testing sentences) this work obtained 93.73% and 8.75% average word recognition correctness rate and average WER, respectively.     

Use of glycated hemoglobin (HbA<Subscript>1C</Subscript>) and impaired glucose tolerance in the screening of undiagnosed diabetes in the Malaysian population

Although HbA_1C is widely accepted as a useful index of mean blood glucose in type 2 diabetic patients its usefulness as screening test for diabetes has been controversial. The present study was undertaken to determine whether the level of HbA_1C predicted diabetes in a prediabetic group of subjects. Plasma lipids, oral glucose tolerance, HbA_1C was determined in 90 normal control subjects, 57 offspring of one type 2 diabetes mellitus parent and 11 diagnosed type 2 diabetes mellitus individuals. The mean age of participants was 44.5 yrs (not significantly different amongst the three groups) and the mean body mass index was 26.8 (not significantly different amongst the three groups). Two hours after a 75 g glucose challenge, the offspring had a significantly higher plasma glucose level (mean = 7.1 mmol/L, p value = 0.002) than the normals. Similarly the HbA_1C values were higher in the offspring than in the normals (mean = 5.78%, p value = 0.016). Besides the significantly higher values for oral glucose tolerance test and HbA_1C, the diabetics also were significantly higher for triglycerides (mean = 2.25mmol/L), total cholesterol (mean = 6.24mmol/L) and systolic blood pressure (mean = 138.45mm Hg) than the offspring (P value = 0.031, 0.006, 0.010) and the normals (P value = 0.026, 0.018, 0.002) respectively. The mean values of diastolic blood pressure, LDL cholesterol and HDL cholesterol were not significantly different amongst the three groups.     

Attitude, Perception and Use of E-Learning at Open University Malaysia

To ensure the success of the e-learning initiatives, OUM has developed its own e-learning management system, known as myLMS. Since its introduction, many modifications and improvements have been introduced to increase its effectiveness. It is now timely that OUM take stock of its students＇ attitudes towards e-learning. Thus, a survey was conducted on about 1,000 students at one of OUM＇s own learning centres, that is, the Kelantan Regional Centrel. The study indicated that generally the teacher cohort had a somewhat neutral attitude towards e-learning. The use of e-learning was more specifically aimed at achieving short term goals of obtaining good coursework and examination grades by capitalizing on the use of the Discassion Board and Courseware. A closer examination reveals that the females prefer the Discussion Board while the males prefer the Courseware. Learners in the Engineering and English programmes had more positive attitudes towards e-learning compared to learners in the Mathematics and Science programmes. Learners with CGPA 〉 3.0 who are categorized as high achievers are more positive towards e-learning as compared to the low achievers （ CGPA 〈 3.0）. Age difference, learners＇ income per month, learners＇ Internet and e-learning habits were also found to be predictors of attitude towards e-learning.     

构建电子环境中的可信任文件管理框架

本研究的目的在于构建一个电子环境中的可信任文件管理框架.通过文献研究和最佳实践,对可信任电子文件管理的有关标准进行整理,并将这些标准进行专家测试,建立了构建电子文件可信任管理所需的因素,即监管、文件保管系统、档案、技术、人员技能和素质.这个框架为良好的文件管理实践奠定了基础.     

Self reported awareness of child maltreatment among school professionals in Saudi Arabia: impact of CRC ratification

Objectives

The Convention on the Rights of the Child (CRC) was ratified by Saudi Arabia 15 years ago; yet addressing the issue of child maltreatment only began in more recent years. School professionals play a significant role in children's lives, as they spend a great deal of time with them and are hence essential to protecting and identifying those in danger or at risk. The objective of this study is to identify school professional's awareness of child maltreatment and the existing national policies and procedures to examine the extent of efforts made in Saudi Arabia and to activate the roles of schools and school professionals in protecting children from violence and implementation of Article 19 of the CRC.

Methods

This was a cross-sectional study, where school professionals from randomly selected schools throughout the country were invited to participate in a self-administered questionnaire.

Results

A total of 3,777 school professionals participated in the study. Fifty-five percent of professionals had at least 10 years of work experience. A low-level of awareness of child maltreatment was found in about 1/3 of school professionals. Only 1.9% of school professionals had ever attended any sort of specific training on child maltreatment, though 69.3% of those who had not, were willing to attend future training. With regards to awareness of CRC Article 19 or policies and procedures addressing child maltreatment, only 22% reported being aware of it.

Conclusion

The majority of school professionals in Saudi Arabia have a low-intermediate level of awareness of child maltreatment, ratification of CRC, and related national policies and procedures, yet most are willing to attend training programs on this subject matter. Efforts need to be made in the country to fill this gap.     

Reading sources and academic freedom as determinants of trends in English language teacher research in Egypt: an interview-based study

Little attention has been given to investigating the experiences of teacher researchers while undertaking their studies. In an attempt to explore what accounts for the stereotyped and imitative trends in the studies conducted by English language teachers in Egypt, the present study has explored how they select research topics and the factors influencing their research orientations and processes. The study used semi-structured interviews with 25 Egyptian teachers who were doing MA and Ph.D. studies in TESOL. It was found that they view good language teaching research as either testing the effectiveness of instructional techniques or evaluating textbooks, though most of them opt for experimental research due to its practical nature. The study also revealed that reading sources and academic freedom are the two main determinants of research trends in this context. Apart from the association found between the teacher researchers’ perceived academic freedom and the type of literature they read, the following three other factors also accounted for the relative variance in such freedom: (a) the stage undertaken in the research, (b) the number of supervisors available or assigned and (c) the research degree registered for. The article concludes with discussing the implications of these results.     

Books Received

Abstract

This paper analyses the organizational, financial and technological incentives that service organizations used to motivate farmers to finance agricultural research and extension in Benin. Understanding the foundations and implications of these motivation systems is important for improving farmer financial participation in agricultural research and extension.

We studied three cases of farmer financial participation in the field of agricultural research and extension in Benin. We conducted semi-structured interviews with leaders of service organizations and farmers’ associations, local authorities and individual farmers. Our interviews focused on service delivery systems, mechanisms of farmers’ financial contribution, the functioning of farmers’ associations, and the appropriateness of services provided. We performed thematic and comparative analyses at the interfaces between (1) service providers and partner–farmer associations, (2) service providers and delivered services, and (3) farmers/farmers’ associations and services.

Incentives for farmer financial participation are the increasing participation strategy, the fulfillment of farmers’ needs and the local leadership valorization. The selection and combination of their variants determine the motivating capacity and orientation of service organizations. Conversely to the increasing participation strategy, an effective fulfillment of farmers’ needs and local leadership valorization can lead to sustainable motivation. As the fulfillment of farmers’ needs determines importantly the effectiveness and sustainability of farmers’ motivation, the strategies of farmer financial participation are likely to fail if there are no successful agricultural technological incentives.

In the current context of privatization of agricultural services in developing countries, this analytical framework is of interest for policy makers and development workers for identifying conditions of farmer financial participation and designing effective motivation strategies.