In the area of machine learning, different techniques are used to train machines and perform different tasks like computer vision, data analysis, natural language processing, and speech recognition. Computer vision is one of the main branches where machine learning and deep learning techniques are being applied. Optical character recognition is the ability of a machine to recognize the character of a language. Pashto is one of the most ancient and historical languages of the world, spoken in Afghanistan and Pakistan. OCR (...) application has been developed for various cursive languages like Urdu, Chinese, and Japanese, but very little work is done for the recognition of the Pashto language. When it comes to handwritten character recognition, it becomes more difficult for OCR to recognize the characters as every handwritten character’s shape is influenced by the writer’s hand motion dynamics. The reason for the lack of research in Pashto handwritten character data as compared to other languages is because there is no benchmark dataset available for experimental purposes. This study focuses on the creation of such a dataset, and then for the evaluation purpose, a machine is trained to correctly recognize unseen Pashto handwritten characters. To achieve this objective, a dataset of 43000 images was created. Three Feed Forward Neural Network models with backpropagation algorithm using different Rectified Linear Unit layer configurations were trained and tested with this dataset. The simulation shows that Model 1 achieved accuracy up to 87.6% on unseen data while Model 2 achieved an accuracy of 81.60% and 3% accuracy, respectively. Similarly, loss was the lowest for Model 1 with 0.15 and 3.17 for training and testing, followed by Model 2 with 0.7 and 4.2 for training and testing, while Model 3 was the last with loss values of 6.4 and 3.69. The precision, recall, and f-measure values of Model 1 were better than those of both Model 2 and Model 3. Based on results, Model 1 is found to be the most efficient as compared to the other two models in terms of accuracy to recognize Pashto handwritten characters. (shrink)

This article discusses ethical guidelines from the viewpoint of the teachings of Islam and, although not ostensibly different, finds parallels in the manner in which ethics could be conceptualised in the context of research in education. It seeks an alignment between ethics from the perspective of being a professional engaged in educational research with a personal significance based on one’s belief, which takes a holistic notion of life. The aims of being ethical researchers seem to be shared in many ways: (...) protection, honesty and integrity. However, there is an added dimension of being accountable to God. The article first locates research within the wider context of Higher Education. Thereafter, to facilitate an understanding of ethics, as viewed from the framework of the Qur’ān, it proceeds to consider the ethical requirements of a university in the West Midlands, England, as a case study to examine the congruence, if any, with some of the ethical teachings of Islam. Based on the preliminary research, this article argues that Muslim researchers in education should be cognisant that their responsibilities are wider. Firstly, they are stewards meaning that the care and well-being of others comes first. Stewardship is both a Biblical and Qur’ānic concept meaning to be guardians. Secondly, by conducting their research in ethical ways, it will mean that they will be performing good deeds. These are meritorious actions rewarded by God. It also clarifies to supervisors and ethics review committees the key principles which might inform the thinking of some researchers from the Muslim community and how their motivations would be ethical. (shrink)

This study examined the influence of ethical leadership on knowledge sharing, the mediating role of psychological ownership, and the moderating effect of professional commitment between ethical leadership and knowledge sharing. Data were collected from 307 public listed Pakistani companies’ employees. Statistical analyses were performed by using SPSS Version 25 and AMOS version 22. The findings indicate a positive relationship between EL and KS behavior. Additionally, the impact of EL on KS was partially mediated by psychological ownership. Furthermore, professional commitment buffers (...) the link between EL and KS. This study contributes to the body of knowledge in the field of leadership by confirming the role of ethics. The results show that ethical leaders develop employee attitudes that contribute to employee KS behavior. Ethical leaders create and encourage a learning culture to enhance organizational performance. This study adds to the little data on the positive impact of EL on listed company’s employees and addresses the gaps in previous studies on the role of EL in changing environments. In addition, professional commitment as a moderator has not been previously investigated with ethical leadership antecedents. (shrink)

The disability viewpoint is the fundamental for understanding social justice in a given population. Disability rights need to be obeyed in the inclusive preparedness and response to all the disasters or during the crisis period including COVID-19 pandemic. COVID-19 pandemic jeopardized the health and rehabilitation services globally. The impact is much more in low resource developing countries like Bangladesh. In general, people with disability (PWD) suffer from multiple medical and rehabilitation complications and they need frequent rehabilitation consultations or hospital admissions (...) in comparison to people without disability. As a developing country, Bangladesh has poor ratios of doctors, nurses and technologists of 1:0.4:0.24 (WHO: 1:3:5) to face the COVID-19 challenge. Rehabilitation services have been disrupted in almost two-thirds (63%) of countries of the world. Even though rehabilitation is the key to recovery following severe illness from COVID-19. There are many concerns and debates about the preparedness, response and mitigation the process of COVID-19 on the part of the national government. According to recent study reports, the lives of about 100% of PWD have been impacted by the COVID-19 pandemic. COVID-19 National Technical Advisory Committee is working for strategic planning, response and mitigation process but omission of a representative of PWD or a rehabilitation physician in the committee has created much dissatisfaction. The difficult COVID-19 testing process due to country wide shutdown of rehabilitation essential services and central pulling of rehabilitation physicians have side lined the PWD inclusiveness. It is expected that the rehabilitation preparedness, response and mitigation of the pandemic should be based on an ethics driven process. (shrink)

This study examines the process of knowledge transfer between a pair of social enterprises, organizations that are embedded in competing social and economic logics. Drawing on a longitudinal case study of the interaction between social enterprises operating in emerging economy settings, it uncovers factors which influence the transfer of a social innovation from a dense, population-rich setting to one where beneficiaries are geographically dispersed and the costs of service delivery are correspondingly elevated. Evidence from the case study suggests that institutional (...) bricolage—the crafting of improvised solutions in resource-constrained settings—can serve as potent driving force in driving innovation transfer, and that this process of re-combining available resources may be facilitated by the extent to which the values between partner social enterprises are aligned. With such alignment, social enterprise partners may be able to increase trust, develop a smoother knowledge-transfer process, and find practical solutions which facilitate the transfer of life-enhancing social innovations to neglected rural settings. (shrink)

Since its first delivery in 1993, J.L. Schellenberg’s atheistic argument from divine hiddenness keeps generating lively debate in various quarters in the philosophy of religion. Over time, the author has responded to many criticisms of his argument, both in its original evidentialist version and in its subsequent conceptualist version. One central problem that has gone undetected in these exchanges to date, we argue, is how Schellenberg’s explicit-recognition criterion for revelation contains discriminatory tendencies against mentally handicapped persons. Viewed from this angle, (...) our present critique imparts Schellenberg’s position with a philosophical dilemma: (1) endorsing divine discrimination to the effect that God does not love ‘cognitive-affective outsiders’ or (2) giving up on explicit recognition. Either way, the hiddenness argument does not succeed. (shrink)

How is the burden of proof to be distributed among individuals who are involved in resolving a particular issue? Under what conditions should the burden of proof be distributed unevenly? We distinguish attitudinal from dialectical burdens and argue that these questions should be answered differently, depending on which is in play. One has an attitudinal burden with respect to some proposition when one is required to possess sufficient evidence for it. One has a dialectical burden with respect to some proposition (...) when one is required to provide supporting arguments for it as part of a deliberative process. We show that the attitudinal burden with respect to certain propositions is unevenly distributed in some deliberative contexts, but in all of these contexts, establishing the degree of support for the proposition is merely a means to some other deliberative end, such as action guidance, or persuasion. By contrast, uneven distributions of the dialectical burden regularly further the aims of deliberation, even in contexts where the quest for truth is the sole deliberative aim, rather than merely a means to some different deliberative end. We argue that our distinction between these two burdens resolves puzzles about unevenness that have been raised in the literature. (shrink)

J.L. Schellenberg’s Argument from Divine Hiddenness maintains that if a perfectly loving God exists, then there is no non-resistant non-belief. Given that such nonbelief exists, however, it follows that there is no perfectly loving God. To support the conditional claim, Schellenberg presents conceptual and analogical considerations, which we subject to critical scrutiny. We also evaluate Schellenberg’s claim that the belief that God exists is logically necessary for entering into a relationship with the Divine. Finally, we turn to possible variants of (...) Schellenberg’s case, and argue that the modifications necessary to accommodate our criticismas leave those variants with much less of a sting than originally suggested by his provocative formulation. (shrink)

Young academics have been facing a problem of high turnover rate due to missing links between the institutions’ policies and the performance. This study explores the effect of job embeddedness and community embeddedness on creative work performance and intentions to leave of young teaching staff in academic institutions in Pakistan. In this study, 300 qualified young academics from public and private universities were selected as subjects and asked to complete a questionnaire. Data were collected via mail-survey. A variance-based structural equation (...) model is employed to measure the path model. The results show that the fit-dimension of organizational- and community-embeddedness, along with the moderating effect of organization size and the availability of nearby alternative jobs have a significant impact on improving perceived creative performance and reducing staff turnover intentions. This study suggests that organizations should focus on organizational-fit and community-fit constructs in their nurturing strategies to embed young teachers in their academic institutions. This study also suggests that monetary rewards only are relatively ineffective to improve retention. Hence, public and private sector universities should facilitate meaningful contributions from young teachers in creative work and provide opportunities for social interactions and personal development. (shrink)

ABSTRACT The discourse on honesty and dishonesty in academic work has seen considerable growth over the past two decades. This study empirically analyses the shifts in the literature over the past two decades in the research focus and most prolific authors, institutions, countries, and journals. A broad list of terms was employed from the Glossary of Academic Integrity to shortlist journal articles (n = 782) from Scopus. A bibliometric analysis was conducted for each decade and the results were compared. Research (...) outputs and number of clusters were over two-fold in the second compared to the first decade indicating an increase in volume and complexity. The study found a continued focus on plagiarism and academic misconduct research, though academic integrity and contract cheating emerged in the second decade. Shifts were evident in the output signifying a diversification of the research base and perspectives. Further research and action are needed to develop integrity as the broadest defense against dishonesty in all spheres of academia. (shrink)

This paper demonstrates the political perspective of corporate social responsibility disclosures and, drawing on Weber’s notion of traditionalism, seeks to explain what motivates companies to make such disclosures in a traditional setting. Annual reports of 23 banking companies in Bangladesh are analysed over the period 2009–2012. This is supplemented by a review of documentary evidence on the political and social activities of corporations and reports published in national and international newspapers. We found that, in the banking companies over the period (...) of study, apparently neutral, corporate, philanthropic activities disclosed and promoted in CSR reports are inextricably linked to powerful leaders’ personal projects and the ruling party’s agendas. We have demonstrated elements of traditional societies, including personal loyalty and the public display of loyalty, the master–servant relationship, and obedience to personal rather than formal authority, provide an understanding of why banks have employed politically charged CSR disclosure strategies. The paper contributes to disclosure studies where political motivations of corporate disclosure rarely discussed. The paper extends the debate on political CSR by demonstrating that the role of family and familial values at the organisational and national levels may be much more important when it comes to CSR disclosure and activities. (shrink)

In this paper, I give an account and critique of what I call ‘Traditional Islamic Exclusivism’ – a specific Islamic interpretation of religious exclusivism. This Islamic version of religious exclusivism rests on exclusivist attitudes towards truth, epistemic justification and salvation. After giving an account of Traditional Islamic Exclusivism by explaining its theological roots in the Qur’an and ahadith, I proceed to critique it. I do so by arguing that Islamic epistemic exclusivism, which forms the main core of Traditional Islamic Exclusivism, (...) is implausible. This criticism subsequently opens up further lines of criticism and discussion of both salvific and alethic exclusivism in an Islamic context. I conclude with some remarks about the implications and significance of my criticisms of Traditional Islamic Exclusivism. (shrink)

The Sustainable Development Goal of the United Nations related to reduced inequalities calls for greater economic inclusion of the poor. Yet, how business leaders grant economic opportunities and development to the poor is significantly under-researched. Extending burgeoning responsible leadership theory that promotes paradox-savvy leadership for building inclusive ventures through various actors, this study introduces new concepts of inclusive leadership that foster the economic inclusion of the poor from Amartya Sen’s capability approach perspective. By studying how leaders include the poor in (...) social businesses, we provide a fresh perspective of inclusive leadership as a personalized empowering cycle of economic–social–economic inclusion to close the gaps between the rich and poor in business and society. This perspective provides new territories of diversity and inclusion research for reduced inequality. (shrink)

Despite the fact that Islam is one of the major religions, the frameworks of this faith are yet to be fully understood. As a consequence, it is being confused with activities contrary to its teachings. Islam has an elaborate treatment for almost every aspect of life including the affairs of business. Business is an acceptable and dignified occupation, which has to be conducted within the given frameworks. Islam encourages the creation, acquisition and consumption of wealth, and the fulfilling of certain (...) conditions in so doing. Wealth is held in trust as a gift from God. The terms of reference of this trust are to be complied with. Ethical principles do play a major role in shaping the behavior of a Muslim, in or out of business. In an era of globalization, the need for a better understanding of the premises of Islamic faith cannot be overemphasized. (shrink)

Over the past several years, the study of self-related cognition has garnered increasing interest amongst psychologists and cognitive neuroscientists. Concomitantly, lesion and neuroimaging studies have demonstrated the importance of intact cortico-cortical and cortico-subcortical connections for supporting high-level cognitive functions. Commissurotomy or “split-brain” patients provide unique insights into the role of the cerebral commissures in maintaining an individual’s sense of self, as well as into the unique self-representation capabilities of each cerebral hemisphere. Here we review empirical work examining the integrity of (...) self-related processes in patients with various disconnection syndromes, focusing on studies of self-recognition, ownership, and agency. Taken together, this body of work suggests that an intact corpus callosum enabling interhemispheric transfer is necessary for some, but not all types of self-representations. (shrink)

This study adapts the theory of reasoned action (Ajzen and Fishbein, 1980) to the behavior of fraudulent reporting on financial statements so as to examine the effects of moral reasoning and self-monitoring on intention to report fraudulently, using structural equation modeling. The paper seeks to investigate two of the red flags for financial statement fraud identified in Loebbecke et al.'s (1989) paper: client management displays a significant lack of moral fiber and client personnel exhibit strong personality anomalies. As expected, high (...) moral reasoners are more influenced than low moral reasoners by their own attitude towards the behavior. Contrary to prior research, low self-monitors are found to be more influenced than high self-monitors by subjective norms. Future research is recommended to investigate the counter-intuitive results for self-monitors, to consider the implications of group decision making as regards the promulgation of fraudulent financial statements, and to examine additional red flags for financial statement fraud. (shrink)

Despite the fact that Islam is one of the major religions, the frameworks of this faith are yet to be fully understood. As a consequence, it is being confused with activities contrary to its teachings. Islam has an elaborate treatment for almost every aspect of life including the affairs of business. Business is an acceptable and dignified occupation, which has to be conducted within the given frameworks. Islam encourages the creation, acquisition and consumption of wealth, and the fulfilling of certain (...) conditions in so doing. Wealth is held in trust as a gift from God. The terms of reference of this trust are to be complied with. Ethical principles do play a major role in shaping the behavior of a Muslim, in or out of business. In an era of globalization, the need for a better understanding of the premises of Islamic faith cannot be overemphasized. (shrink)

This study concerned validating academic integrity survey, a measure developed in 2010 to investigate academic integrity practices in a Malaysian university. It also examined the usefulness of the measure across gender and nationality of the participants. The sample size comprised 450 students selected via quota sampling technique. The findings supported the multidimensionality of academic dishonesty. Also, strong evidence of convergent and discriminant validity, and construct reliability were generated for the revised AIS. The testing of moderating effects yielded two outcomes. While (...) the gender invariant analysis produced evidence that the three-dimensional model was not moderated by gender; the nationality effect was inconclusive, probably due to a noticeable imbalance in respondent distribution for the nationality group. The significance of this study lies not only in the rigorous statistical methods deployed to validate the dimension and psychometric properties of the AIS; but establishing the gender invariance of the model. It is understood from the findings that although male and female students may vary in their academic misconducts, the underlying factors for these conducts are the same and can be addressed effectively using a non-discriminating approach. (shrink)

In this paper, we presented antoher concept of neutrosophic open sets called neutrosophic semi-α-open sets and studied their fundamental poperties in neutrosophic topological spaces. We also present neutrospohic semi-α-interior and neutrosophic semi-α-closure and study some of their fundamental properties.

This article provides an introduction to plagiarism and the numerous negative aspects associated with it. Some examples from history have also been provided along with their outcomes. There are different types of plagiarism with varying legal and social aspects. The taxonomy of plagiarism is built by classifying it, with respect to the method involved in plagiarism, the form in which it happens or the intention of the plagiarist. The strategies suggested in the literature to avoid plagiarism are organized into individual (...) and organizational levels. Individuals can adopt strategies to build habits of avoiding plagiarism and focus on their original and innovative way of thinking. Similarly, institutions can make policies to cope with plagiarism and hence maintain their reputation. In this paper, the focus is not on mentioning the plagiarism detection methods; rather we believe that building awareness in the people about plagiarism outcomes is more important than teaching them about the different methodologies used for detection. Some students avoid plagiarism detection as if playing a game and it can be only avoided by educating them in ethics. (shrink)

In this study, we examine the equity premium of seventeen nonfinancial sectors covering sample 306 firms using monthly data from January 2002 to December 2018. Two-stage least square method is applied to estimate the macro-based multifactor model. It is found that the market premium and the interest rate factors are significantly affecting the industry equity premium of all the nonfinancial sectors. However, there exists a positive effect of other macroeconomic variables such as money supply, foreign direct investment, and industrial production (...) which is different for the different sectors based on its nature of product and services they offered. The industries based on their product development which are linked to particular macroeconomic variables have more effect than others such as increase in money supply which cannot increase the sale of pharmaceutical products until needed. Similarly, an interesting insight reveals that industries producing seasonal goods, e.g., food producing, are not very much affected by macroeconomic variables but the change in seasons and similar results also revealed for tobacco industry. (shrink)

The relationship between psychology and mysticism has gained a great deal of currency over the years. Various psychological models have provided theoretical foundations allowing the researchers to grasp profound varieties and nuances in mystical experiences across cultures and religious traditions. This has, in fact, broadened the canvass for mystical studies. The current paper attempts to carry out a psychological analysis of mystical experience of a character named Kimya in Muriel Maufroy’s novel “Rumi’s Daughter”. The study carries out an analysis of (...) how the mystic’s experience of the Divine can be translated in terms of a psychological process of personality disintegration initiated by a conflict, deconstruction of preconceived notions and beliefs and ultimately leading towards secondary integration of personality. Kazimierz Dabrowski’s theory of positive disintegration is employed as a framework to analyse her spiritual encounter. Through a minute textual analysis of the novel, the research reveals certain parallels between the process of personality development and mystical experience. It confirms the contention that the culmination of mystical union underlies psychological wellbeing and serenity on the part of mystic. The study also shows that mystics are those rare individuals who are capable of reaching the final level of personality development characterised by self-autonomy and higher level of consciousness. (shrink)

Bowel necrosis is a commonly observed condition in elderly patients with longstanding diabetes. In such condition, intestinal resection is usually performed for the removal of the gangrenous part. Post-surgical dietary management after bowel resection poses several challenges for the health care team. The case presented in this study is that of an elderly diabetic male who developed acute renal failure as a result of neglect in post-surgical feeding after intestinal resection. After the intervention by a trained dietitian, a transitional diet (...) was planned and successfully executed, resulting in reversal of acute renal failure, dehydration, and post-surgical stress. Several complications including hepatic dysfunction and mouth ulcers were resolved through well-planned transitional diet. The patient was finally discharged in a stable health condition and was regularly followed up for any nutritional or medical issues. Neglects in nutritional care of patients can have severe implications including development of medical complications, resulting in increased length of hospital stay, augmenting the disease stress of the patient and family, and finally the preventable drainage of several human and monetary resources. Therefore, recognition of nutritional intervention as an important part of in-hospital health care may have social as well as economic impacts. (shrink)

To assess the ability of the disconnected cerebral hemispheres to recognize images of the self, a split-brain patient was tested using morphed self-face images presented to one visual hemifield at a time while making “self/other” judgments. The performance of the right and left hemispheres of this patient as assessed by a signal detection method was not significantly different, though a measure of bias did reveal hemispheric differences. The right and left hemispheres of this patient independently and equally possessed the ability (...) to self-recognize, but only the right hemisphere could successfully recognize familiar others. This supports a modular concept of self-recognition and other-recognition, separately present in each cerebral hemisphere. (shrink)

Islam as a religion and a way of life guides millions of people around the world and has a significant impact on worldly affairs. To many Muslims, however, a philosophical understanding or assessment of Islamic belief is seen as a feeble and religiously inappropriate attempt to understand matters that are beyond rational comprehension. Islam: A Contemporary Philosophical Investigation explores this issue in detail, by guiding readers through a careful study of the relationship between faith and reason in Islam. In particular, (...) it pays close attention to religious objections to philosophizing about Islam, arguments for and against Islamic belief, and the rationality of Islamic belief in light of contemporary philosophical issues, such as problems of religious diversity, evil and religious doubt. (shrink)

Traditional Islamic theism gives us a certain picture of the world, in which the concepts of belief, providence and eschatology are involved. According to the traditional picture, belief in God is a universal phenomenon. This is because God has providentially arranged the world in such a manner that the signs of God are everywhere and which lead to knowledge of His existence. And, because the world is ‘providentially unambiguous’, those who do not have faith in God are culpable for their (...) lack of it, and therefore deserve eternal punishment in hell. In this paper, I argue that this traditional picture is simply false, or at the very least seriously contestable. I also explore the implications of my argument for those who might be interested in assessing the viability of some form of (Islamic) ‘revisionary theism’, in which the concepts of belief, providence and eschatology feature. (shrink)

This paper aims to introduce a robust framework for forecasting demand, including data preprocessing, data transformation and standardization, feature selection, cross-validation, and regression ensemble framework. Bagging ), boosting and extreme gradient boosting regression ), and stacking are employed as ensemble models. Different machine learning approaches, including support vector regression, extreme learning machine, and multilayer perceptron neural network, are adopted as reference models. In order to maximize the determination coefficient value and reduce the root mean square error, hyperparameters are set using (...) the grid search method. Using a steel industry dataset, all tests are carried out under identical experimental conditions. In this context, STACK1 and STACK2 models provided better performance than other models. The highest accuracies of R2 of 0.97 and 0.97 are obtained using STACK1 and STACK2, respectively. Moreover, the rank according to performances is STACK1, STACK2, XGBR, GBR, RFR, MLP, ELM, and SVR. As it improves the performance of models and reduces the risk of decision-making, the ensemble method can be used to forecast the demand in a steel industry one month ahead. (shrink)

The number of scientific publications is growing exponentially. Research articles cite other work for various reasons and, therefore, have been studied extensively to associate documents. It is argued that not all references carry the same level of importance. It is essential to understand the reason for citation, called citation intent or function. Text information can contribute well if new natural language processing techniques are applied to capture the context of text data. In this paper, we have used contextualized word embedding (...) to find the numerical representation of text features. We further investigated the performance of various machine-learning techniques on the numerical representation of text. The performance of each of the classifiers was evaluated on two state-of-the-art datasets containing the text features. In the case of the unbalanced dataset, we observed that the linear Support Vector Machine achieved 86% accuracy for the “background” class, where the training was extensive. For the rest of the classes, including “motivation,” “extension,” and “future,” the machine was trained on less than 100 records; therefore, the accuracy was only 57 to 64%. In the case of a balanced dataset, each of the classes has the same accuracy as trained on the same size of training data. Overall, SVM performed best on both of the datasets, followed by the stochastic gradient descent classifier; therefore, SVM can produce good results as text classification on top of contextual word embedding. (shrink)

The current paper investigates two productive morphological processes, namely compounds and portmanteau words (or blends). While compounds, a productive, regular and predicable morphological process, have received much attention in the literature, little attention was paid to portmanteau words, a creative, irregular and unpredictable word formation process. The present paper aims to find the commonalities and differences between these morphological devices, using Rosch et al.’s (1975; 1976) theory of prototypes and basic-level categories to achieve this goal. This theory will also be (...) employed to discuss the literature on the word formation mechanisms under investigation and propose a new categorization approach to these neologisms. The analysis suggests that compounds and blends compare and contrast and that the distinctions between them are blurry. The analysis confirms that a prototypical approach is well suited to compounds and blends in English. This has implications for future research into English word-formation processes in general and compounds and blends precisely. (shrink)

Crop cultivation is one of the oldest activities of civilization. For a long time, crop production was carried out based on knowledge passed from generation to generation. However, due to the rapid growth in the human population of the world, human knowledge-based cultivation is not enough to meet the demanding need. To address this issue, the usage of machine learning-based tools has been studied in this paper. An experiment has been carried out over 0.3 million data. This dataset identifies 46 (...) prominent parameters for cultivation, which is collected from the Department of Agriculture Extension, Bangladesh. Comparison between neural networks and numbers of machine learning algorithms has been carried out in this research. It is observed that the neural network outperforms the other methods by maintaining an average prediction accuracy of 96.06% for six different crops. Other contemporary machine learning algorithms, namely, support vector machine, random forest, and logistic regression, have average prediction accuracy of around 68.9%, 91.2%, and 62.39%, respectively. (shrink)

In this article, I will examine Aristotle’s protreptic argument for the necessity of philosophy as it was deployed by Al-Kindi. I will show how a Muslim critic of philosophy, primarily one who is aligned with the theological outlook of Ibn Hanbal, can reasonably reject the protreptic argument as Al-Kindi presents it. The argument can, however, be reworked in a way to circumvent common criticisms of it presented by Hanbalī-style opponents of philosophy. Indeed, I will argue that, once the argument is (...) properly clarified with reference to what constitutes ‘philosophy’, its soundness is incontrovertible. In closing, I will briefly discuss why Muslim critics of philosophy need not see the protreptic argument as threatening, as the inevitability of philosophy does not necessitate a commitment to all sorts of philosophical positions, however problematic these may be for Islamic doctrine. (shrink)

Peaceful protests and strikes are a basic human right as stated in the United Nations’ universal declaration on human rights. But for doctors, their proximity to life and death and the social contract between a doctor and a patient are stated as the reasons why doctors are valued more than the ordinary beings. In Pakistan, strikes by doctors were carried out to protest against lack of service structure, security and low pay. This paper discusses the moral and ethical concerns pertaining (...) to the strikes by medical doctors in the context of Pakistan. The author has carefully tried to balance the discussion about moral repercussions of strikes on patients versus the circumstances of doctors working in public sector hospitals of a developing country that may lead to strikes. (shrink)

Building on the modified theory of planned behavior (TPB), this study examined the underlying psychological motives for academic dishonesty in a sample of 250 undergraduates drawn from three selected Malaysian public universities. The results yielded additional supports for usefulness of modified TPB model in predicting academic misconduct. All components of the model exerted statistically significant effects on intention towards academic misconduct, and intention itself exerted a statistically significant impact on academic dishonesty. This suggests that students’ academic misconducts could be addressed (...) effectively if proper attention is given to the underpinning factors. Further, the findings revealed that the hypothesized relationships among variables of the modified model were all statistically significant. The uniqueness of this study lies in the large amount of variance (69 % and 75 %) explained by components of the model (in the prediction of intention and academic dishonesty respectively). These variances have rarely been accounted for in the previous studies. Implications of the findings are discussed and suggestions advanced for future studies. (shrink)

U ovom ću članku razmotriti Aristotelov protreptički argument za nužnost filozofije kako ga je postavio Al-Kindi. Pokazat ću kako muslimanski kritičar filozofije, prvenstveno onaj koji je usklađen s teološkim stajalištima Ibn Hanbala, može s razlogom odbaciti protreptički argument kako ga predstavlja Al-Kindi. Međutim, argument se može preraditi na način da se zaobiđu uobičajene kritike koje iznose protivnici filozofije u stilu Hanbalīja. Dapače, tvrdit ću da je njegova ispravnost neupitna jednom kad se argument pravilno razjasni s obzirom na to kako se (...) treba shvatiti 'filozofiju'. Na kraju ću ukratko raspravljati o tome zašto muslimanski kritičari filozofije ne moraju smatrati protreptički argument problematičnim, budući da neizbježnost filozofije ne zahtijeva privrženost svim vrstama filozofskih pozicija, koliko god one bile problematične za islamsku doktrinu. (shrink)

Smart parsimonious and economical ways of irrigation have build up to fulfill the sweet water requirements for the habitants of this world. In other words, water consumption should be frugal enough to save restricted sweet water resources. The major portion of water was wasted due to incompetent ways of irrigation. We utilized a smart approach professionally capable of using ontology to make 50% of the decision, and the other 50% of the decision relies on the sensor data values. The decision (...) from the ontology and the sensor values collectively become the source of the final decision which is the result of a machine learning algorithm. Moreover, an edge server is introduced between the main IoT server and the GSM module. This method will not only avoid the overburden of the IoT server for data processing but also reduce the latency rate. This approach connects Internet of Things with a network of sensors to resourcefully trace all the data, analyze the data at the edge server, transfer only some particular data to the main IoT server to predict the watering requirements for a field of crops, and display the result by using an android application edge. (shrink)