No abstract

Mental workload plays a vital role in cognitive impairment. The impairment refers to a person's difficulty in remembering, receiving new information, learning new things, concentrating, or making decisions that seriously affect everyday life. In this paper, the simultaneous capacity (SIMKAP) experimentbased EEG workload analysis was presented using 45 subjects for multitasking mental workload estimation with subject wise attention loss calculation as well as short term memory loss measurement. Using an open access preprocessed EEG dataset, Discrete wavelet transforms (DWT) was utilized for feature extraction and Minimum redundancy and maximum relevancy (MRMR) technique was used to select most relevance features. Wavelet decomposition technique was also used for decomposing EEG signals into five sub bands. Fourteen statistical features were calculated from each sub band signal to form a 5 × 14 window size. The Neural Network (Narrow) classification algorithm was used to classify dataset for low and high workload conditions and comparison was made using some other machine learning models. The results show the classifier's accuracy of 86.7%, precision of 84.4%, F1 score of 86.33%, and recall of 88.37% that crosses the state-of-the art methodologies in the literature. This prediction is expected to greatly facilitate the improved way in memory and attention loss impairments assessment.

Parents’ awareness regarding child health has a significant influence on physical and psychological issues. This study aims to explore the implication of parents’ behavior and attitude on the mental and physical health status of secondary education level children. A total of 130 respondents (either father or mother) is selected using the snowball sampling technique from Khulna City Corporation (KCC), Bangladesh. This study has applied Principal Component Analysis (PCA) and Ordinary Least Square (OLS) techniques for analyzing data. Results reveal that household structure (joint or nuclear) have significant implications in shaping the physical and mental health status of children. A poor level of parental awareness and care may lead children into depression and impede their mental growth. However, regression results postulate that parents’ awareness and spending more time with children is significantly related to the physical and mental fitness of their children which in turn keeps them on the right track. This study has predominantly explored to what extent parents' awareness matters for improving child physical and mental health status. Thus, parents’ awareness regarding child healthcare issues is indispensable.

In recent times, commercial agent banking services have got considerable attention from academia and the banking industry for accelerating financial inclusion in emerging economies. However, it's incomprehensible to accelerate the economic progression through financial inclusion while ignoring a huge segment of the nonbank people from unprivileged areas. A very few studies have been conducted on the association between agent banking services and financial inclusion in emerging economies such as Bangladesh. The present study aims to investigate the impact of agent banking services provided by commercial banks on financial inclusion. To begin with the investigation, this study was based on agency theory considering the purposive sampling technique. This quantitative study was conducted on 19 commercial banks which are currently providing agent banking services in Bangladesh. An econometric model was proposed whereas the dependent construct has one specific dimension named as financial inclusion proxy by several accounts as a percentage of the adult population, in contrast, the independent construct had three dimensions named as-deposited amount, credited amount, and inward remittance of agent bank. In addition to that, this econometric model was based on secondary data whereas data analysis was conducted by considering panel data statistical method using GRETL (2019) software. This statistical analysis revealed that currently both the deposited amount and credited amount do have a significant impact on financial inclusion.  It has also been inferred that using agent banking for in-warding remittance and new accounts open by clients have a positive significant relationship with financial inclusion. It is argued that agent banking services by comprising unbanked people in financial inclusion will ultimately prompt the opportunity for proper mobilization of resources and funds while maintaining safety and security. Further, it is also claimed that this study would assist to illustrate the present performance of agent banking services in financial inclusion from a multidimensional perspective which will contribute to providing some more innovative and sustainable products and services towards the unbanked people. Finally, this study recommends that commercial banks through agent banking should include a maximum number of nonbank populations into the financial inclusion by ensuring sustainable agent banking services which will accelerate the emerging economics Sustainable Development Goal (SDGs) performance.