Accurate and reliable prediction of Perfobond Rib Shear Strength Connector is considered as a major issue in the structural engineering sector. Besides, selecting the most significant variables that have a major influence on PRSC in every important step for attaining economic and more accurate predictive models, this study investigates the capacity of deep learning neural network for shear strength prediction of PRSC. The proposed DLNN model is validated against support vector regression, artificial neural network, and M5 tree model. In the (...) second scenario, a comparable AI model hybridized with genetic algorithm as a robust bioinspired optimization approach for optimizing the related predictors for the PRSC is proposed. Hybridizing AI models with GA as a selector tool is an attempt to acquire the best accuracy of predictions with the fewest possible related parameters. In accordance with quantitative analysis, it can be observed that the GA-DLNN models required only 7 input parameters and yielded the best prediction accuracy with highest correlation coefficient and lowest value root mean square error. However, the other comparable models such as GA-M5Tree, GA-ANN, and GA-SVR required 10 input parameters to obtain a relatively acceptable level of accuracy. Employing GA as a feature parameter selection technique improves the precision of almost all hybrid models by optimally removing redundant variables which decrease the efficiency of the model. (shrink)

Ce travail consiste à développer un sujet très spécial dans le corpus de la philosophie du moyen âge, plus précisément question de noétique chez un philosophe de l�occident musulman, mais l�article présent est juste la première partie de l�ensemble du travail, mais il reflète déjà la nouveauté et l�originalité de ce philosophe de l�Espagne musulmane. Le plus essentiel dans la noétique d�Ibn Bajja c�est l absence de l�intellect en puissance dans le schème des intellects, il y a juste l�intellect en (...) acte et la faculté cogitative, et la matière de la faculté cogitative ce sont les formes spirituelles intermédiaires, et là (nous pensons) un point important de l�originalité d�Ibn Bajja, ce sont des formes très proches de la nature des intelligibles grâce à la division des formes de la fantasia en deux parties: 1. par antériorité sur ce qui ressemble au sensible. 2. par postériorité sur ce qui ressemble à l�espèce. (shrink)

We show that the U.S. anti-discriminatory laws prohibiting discrimination in the workplace based on sexual orientation and gender identity identities) spur innovation, which ultimately leads to higher firm performance. We use the Human Rights Campaign’s Corporate Equality Index of 398 U.S. firms between 2011 and 2014, and find a significantly positive relationship between CEI and firm innovation. We also find that an interacting effect of CEI and firm innovation leads to higher firm performance. We use our understanding of Rawls’ Theory (...) of Justice and stakeholder theory to show that firms with workplace diversity policies are likely to be more innovative and perform better than those without such policies. Our results are robust to endogeneity, reverse causality and simultaneity issues. Our results will trigger debate in similar markets around the globe on the economic benefits of LGBT workplace diversity policies for firms. (shrink)

In many areas, technology has facilitated many things, diagnosing diseases, regulating traffic and teaching students in schools rely on Intelligent systems to name a few. At present, traditional classroom-based education is no longer the most appropriate in schools. From here, the idea of intelligent e-learning for students to increase their culture and keep them updated in life began. E-learning has become an ideal solution, relying on artificial intelligence, which has a footprint in this through the development of systems based on (...) education without a teacher taking into account the individual differences of students. This study describes intelligent tutoring system for teaching the Data Manipulation Language (DML) Commands Using SQLite to non IT students to overcome the difficulties they face. The System was built as education system by using the researcher own authoring tool that based on mobile and web App. The basic idea of this system is a systematic introduction into the concept of Database and its DML query. The system presents the topic of DML Commands, help student to execute what they are learn from the system content using the practical part of the system and administers automatically adapted at run time to the student’s individual growth. The system was assessed by a group of teachers and students and the outcome showed as 91% from the database specialists, 94% from Diploma students group and 89% from the secondary school students group. (shrink)

The U.S. Supreme Court’s approach to human rights is a global outlier. In conceiving of rights adjudication in categorical terms rather than embracing proportionality analysis, the Court limits its ability to make the kinds of qualitative judgments about rights application required to adjudicate claims of disparate impact, social and economic rights, and horizontal effects, among others. This approach, derivative of a private-law model of dispute resolution, sits in tension with the rights claims typical of a pluralistic jurisdiction with a mature (...) rights culture, in which litigants more often disagree, reasonably, about the scope of rights rather than deny that others have them at all. In order to overcome the mismatch between the nature of the rights claims the Court faces and its anachronistic technology of adjudication, it will need not only to adopt a form of proportionality analysis but it will also need to adjust the ways in which it receives and assesses empirical social facts and it will need to broaden its remedial toolkit to include, for example, suspensions of invalidity. While proportionality is far from perfect, its flaws are anticipated by the challenges of constitutional democracy itself under conditions of pluralism. (shrink)

Este ensayo aborda el curioso desdén que muchos originalistas muestran respecto de la Enmienda Decimocuarta a la Constitución estadounidense. De acuerdo a las premisas teóricas originalistas, el análisis del texto, la historia y la estructura de esta Enmienda deberían ocupar un lugar central en las discusiones sobre derechos incorporados, acción afirmativa y federalismo; sin embargo, en estas discusiones los originalistas la minimizan, como lo hacen, en general, con el período de la Reconstrucción. El artículo sugiere que tanto la Enmienda como (...) la Reconstrucción representan para ellos una historia poco útil, en comparación con la del momento de la Fundación, por varias razones: las enmiendas de la Reconstrucción fueron en gran parte fracasos en su tiempo; el lenguaje abstracto de la Enmienda XIV no facilita la resolución de las controversias actuales sobre su significado, y la Reconstrucción se asocia en la memoria nacional con un momento doloroso de división y guerra civil. Estas limitaciones, observa el autor, sugieren que el originalismo en la práctica es un proyecto moral, tanto o más que un proyecto hermenéutico. (shrink)

This article explores a phenomenon found in Berber whereby the extraction of dative arguments (of verbs, nouns and prepositions) gives rise to two occurrences of wh. One is a wh-word located in Spec,C and the other a wh-clitic in the dative form located in C (wh-clitic-doubling). Close examination reveals that the wh-word in Spec,C functions as an operator base-generated in its scope position and the dative wh-clitic in C provides it with a derivational link to the variable in the dative (...) position it binds (wh-Cliticisation). Wh-clitic-doubling and wh-Cliticisation amount to direct evidence for Cliticisation as a derivational interpretive mechanism of Grammar that obviates the need for indexing (Lebeaux 1983, Chomsky 1986, 1995). They also provide evidence for the conclusion in Kayne (1989) that Cliticisation is an instance of Head-Movement, more precisely, feature-based Head-Movement. (shrink)

This paper aims at elaborating a very special topic relative to the medieval philosophy; particularly, the question of noetic as was dealt with by a philosopher of the Islamic occident. Although the article is but the first part of the whole work, it still reveals the originality and the innovative tendency brought about this philosopher. What is most essential in Ibn Bajja’s noetic is the absence of intellect in power and the presence of intellect in act, in the design of (...) intellects, in addition the substance of the cogitative faculty is the intermediate spiritual forms. It is here where shows up the most important aspect of his originality; the forms which are closer to the nature of the intelligible, by virtue of the division into two parts: 1. By anteriority with regard to who/what resembles the sensible. 2. By posteriority with regard to who/what resembles the species/the kind. (shrink)

This article analyzes the unpublished dialogue between James Baldwin and Reinhold Niebuhr where they discussed the role of the Christian church in the wake of six child murders in Birmingham, Alabama on September 15, 1963. On that catastrophic day—one that is impossible to forget—the Ku Klux Klan bombed The Sixteenth Street Baptist Church, and two black boys were subsequently shot and killed. In the wake of that violence, this article will show that for Baldwin, the dynamite that exploded the face (...) of the “alabaster Christ” from the stained-glass window presents an opportunity for not only a new depiction of Jesus in terms of presentation—but more significantly—a brand-new Christology rooted in black liberation. Such a reading provides us with an unusual constructive theological position offered by Baldwin, especially once it is read alongside a public essay written by the Association of Artists for Freedom advocating for Black Christmas. (shrink)

Taking the Hagar story as the central biblical resource to address the particular plight of Black women—a plight that reckons with patriarchal and White supremacist forces that desire its enclosure—Delores Williams challenges both the traditional understanding of atonement theory which embraces the Cross as salvific and Black liberation theologies’ apocalyptical conceptions of a mighty liberating God. This article seeks to read Delores Williams closely to take seriously her theological development through literature more broadly and her soteriological critiques of the Cross (...) specifically. A rereading of Williams will provide the grounds for continuing the debate of the Cross’s significance within Black theological thought at large. Analyzing Williams’ soteriological critiques will allow me to offer a reading of the Cross that ultimately relies on Williams’ emphatic rejection. Such a rejection of the Cross is necessary for understanding how Black Christianity centers the Cross in order to reject it, as it is intended to be. (shrink)

Islam; doctrines; Islamic ethics; Islamic preaching.

The professions have focused considerable attention on developing codes of conduct. Despite their efforts there is considerable controversy regarding the propriety of professional codes of ethics. Many provisions of professional codes seem to exacerbate disputes between the profession and the public rather than providing a framework that satisfies the public''s desire for moral behavior.After examining three professional codes, we divide the provisions of professional codes into those provisions which urge professionals to avoid moral hazard, maintain professional courtesy and serve the (...) public interest. We note that whereas provisions urging the avoidance of moral hazard are uncontroversial, the public is suspicious of provisions protecting professional courtesy. Public interest provisions are controversial when the public and the profession disagree as to what is in the public interest. Based on these observations, we conclude with recommendations regarding the content of professional codes. (shrink)

This essay focuses on the normative teachings of Islam. Justice, honesty, and public welfare are the pillars of Islamic business ethics. These values have two major roots: (1) belief in and devotion to Allah (God), and (2) the earthly trusteeship that grounds moral accountability. The business values of productivity, hard work, and excellence are encouraged. However, at the heart of various injunctions relating to business transactions are the imperatives of lawfulness, honesty, and fair play. Products or services must be lawful, (...) and produced in lawful ways causing no undue harm to others or to the environment. Competition, distribution, and consumption must be lawful as well. Lawful behavior is enforced by consciousness of Allah, supportive social norms, and government control. Islamic norms may not be uniformly or strictly followed, yet they provide a helpful background to practitioners andresearchers. (shrink)

Drawing on the historical insight of Emer de Vattel to build on the contemporary arguments of Michael Walzer and David Luban, this article develops a model of sufficient risk as a necessary condition for anticipatory war to be deemed self-defence. This model holds that an anticipatory war may constitute legitimate self-defence (as opposed to aggression) when it aims to forestall a threat that poses a sufficient risk to the anticipating state. This is the point where a threat is both sufficiently (...) likely to materialise and sufficiently large to pose a grave risk. Due to crucial problems with the imminence condition for self-defence, I propose that the sufficient risk condition subsume that of imminence. The power of this model lies in its ability to encapsulate all factors raised by previous authors that are morally relevant specifically for anticipatory wars and categorise them as contributing to the judgement of the likelihood of the threat materialising and/or the magnitude of the potential threat. This parsimonious categorisation increases the accuracy and clarity of the moral theory on anticipatory war, making it more robust to change in the types of threats faced by states, and less ripe for manipulation to justify immoral wars. (shrink)

In spite of a renewed interest in the relationship between spirituality and managerial thinking, the literature covering the link between Islam and management has been sparse – especially in the area of ethics. One potential reason may be the cultural diversity of nearly 1.3 billion Muslims globally. Yet, one common element binding Muslim individuals and countries is normative Islam. Using all four sources of this religion’s teachings, we outline the parameters of an Islamic model of normative business ethics. We explain (...) how this ethics model seeks to balance the needs of multiple stakeholders, and discuss its enforcement mechanisms. This Islamic approach to business ethics is centered around criteria that are in common with stakeholder theory such as justice and balance, and includes unique additional criteria such as trust and benevolence. (shrink)

Online forums have become the main source of knowledge over the Internet as data are constantly flooded into them. In most cases, a question in a web forum receives several responses, making it impossible for the question poster to obtain the most suitable answer. Thus, an important problem is how to automatically extract the most appropriate and high-quality answers in a thread. Prior studies have used different combinations of both lexical and nonlexical features to retrieve the most relevant answers from (...) discussion forums, and hence, there is no standard/general set of features that could be effectively used for relevant answer/reply post classification. However, this study proposed an answer detection model that is exclusively relying on lexical features and employs a random forest classifier for classification of answers in discussion boards. Experimental results showed that the proposed answer detection model outperformed the baseline technique and other state-of-the-art machine learning algorithms in terms of classification accuracy on benchmark forum datasets. (shrink)

When the Taliban destroyed the famous statues of the Buddha in the Bamiyan Valley in Afghanistan more than a decade ago, the outrage of the global community, including that of prominent Muslim religious leaders, was matched perhaps only by the pious euphoria of Afghanistan’s hardliners. They had finally succeeded in removing visible signs of idolatry from their landscape, and fulfilled, at least in their own eyes, a long overdue religious mission. In the words of the Taliban leader Mullah Omar, “Muslims (...) should be proud to destroy idols. Our destroying them was an act of praise for God.”1Yet such extreme acts of puritanical iconoclasm at the hands of Muslim fundamentalists, at least within modern history, have more.. (shrink)

The doctrine of sunyata, or emptiness, is the cornerstone of Buddhist metaphysics. This article explores the doctrine as elaborated by Nagarjuna, as it developed in Mahayana Buddhism and extended into Chinese Hua-Yen teachings. It is the key to understanding the relationship between the discontinuous and continuous aspects of reality, the inter-penetration and identity of “emptiness” and phenomena, the cosmic permeation of Buddhahood, and the role of the Bodhisattva.

The article examines the nature of tawba, usually translated as ‘repentance’, in the thought of Abū Țālib al-Makkī . Makkī’s most comprehensive discussion of this topic appears in the thirty-second chapter of his Qūt al-qulūb , one of the most widely reads works of the early Sufi tradition. It is the longest single sustained treatment of tawba, written from the perspective of Sufi spiritual psychology, currently available to us from the first four centuries of Islam. By drawing on Revelation as (...) well as the earlier Sufi tradition he is heir to, Makkī delineates certain conditions which have to be met in order for tawba to be sound. The article explores Makkī’s treatment of these conditions as well as their relation to notions of tawba in the broader Islamic tradition. (shrink)

The article presents an analysis of Ibn al-ʿArabī’s treatment of fasting and hunger as it appears in chapters 106 and 107 of al-­Futūḥāt al-­makkiyya. In the process of examining this very short section of the encyclopedic text, the essay both draws out the deeper theological significance of hunger and fasting and highlights the virtues and trappings of the spiritual exercise in the mystic’s thought. An attempt is also made to situate some of Ibn al-ʿArabī’s ideas within the broader context of (...) the earlier Sufi tradition to which he was heir. (shrink)

These have been passed down from generation to generation. This book invites readers of any religion or none to drink from the wellspring of Islamic spirituality and use its wisdom to nourish their own spiritual path.

As a type of evidence glass can be very useful contact trace material in a wide range of offences including burglaries and robberies, hit-and-run accidents, murders, assaults, ram-raids, criminal damage and thefts of and from motor vehicles. All of that offer the potential for glass fragments to be transferred from anything made of glass which breaks, to whoever or whatever was responsible. Variation in manufacture of glass allows considerable discrimination even with tiny fragments. In this study, we worked glass classification (...) and testing of artificial neural network model created by the JustNN. The aim of the study is help investigator in identifying the type of glass found in arena of the crime. The Neural Network model was trained and validated using the type of glass dataset. The accuracy of model in predicting the type of glass reached 96.7%. Thus neural network is suitable for predicating type of glasses. (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)

Tourism literature has shown there is a disagreement amongst academics conducting tourism research as to whether tourism is an academic community, academic study, and/or academic discipline. These three terms are used loosely and change in meaning depending upon the author, source, context, and discipline of the author(s). The following paper identifies tourism’s current position in academia using these three ideas of academic acceptance as tools to guide the discussion. Also guiding the discussion are ideas from tourism scholars and Kuhn’s ideas (...) of what constitutes a discipline. The discussion leads to a debate about “truths” in tourism research. Recommendations regarding the advancement of tourism in academia via theory construction in the academic field of tourism are presented. (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 was designed to examine the determinants of and differences between the ethical beliefs of two groups of Japanese students in religious and secular universities. Multiple regression analysis revealed that students of the Japanese religious university perceived that young, male, relativistic, and opportunistic students tended to behave less ethically than did older, female, and idealistic students. Students of the Japanese secular university perceived that male, achievement-oriented, and opportunistic students tended to behave less ethically than did female and experience-oriented students. (...) Opportunism was found to be one of the most important determinants in explaining misconduct. Multivariate analysis of variance (MANOVA) and multiple discriminant analysis (MDA) revealed that students of the Japanese secular university tended to score higher on achievement and humanism, and lower on theism and positivism than did students of the Japanese religious university. In addition, students of the Japanese secular university were somewhat more sensitive to academic dishonesty practices than were students of the Japanese religious university. (shrink)

Existing work in the field of business ethics has explored how concepts in philosophy and other disciplines can be applied to blame at work, and considers blame’s potential impact on organisations and their employees. However, there is little empirical evidence of organisational blaming practices and their effects. This article presents an analysis of interviews with twenty-seven employees from a range of occupations, exploring their experience of blame, its rationale and impact. A diversity of blaming practices and perspectives is revealed, and (...) in making sense of these the authors draw on recent theoretical developments—Skarlicki, Kay, Aquino, and Fushtey’s concept of ‘swift-blame,’ and Fricker’s notion of ‘communicative blame.’ The study also reveals a tension between a desire to avoid ‘blaming’ on the one hand, and a need for ‘accountability,’ on the other, and the authors explore the implications of the findings for organisations in seeking to ‘manage’ blame. (shrink)

Nowadays, online product reviews have been at the heart of the product assessment process for a company and its customers. They give feedback to a company on improving product quality, planning, and monitoring its business schemes in order to increase sale and gain more profit. They are also helpful for customers to select the right products in less effort and time. Most companies make spam reviews of products in order to increase the products sales and gain more profit. Detecting spam (...) product reviews is a challenging issue in NLP. Numerous machine learning approaches have attempted to detect and classify the product reviews as spam or nonspam. However, in order to improve the classification accuracy, this study has introduced an ensemble machine learning model that combines predictions from multilayer perceptron, K-Nearest Neighbour, and Random Forest and predicts the outcome of the review as spam or real, based on the majority vote of the contributing models. In order to accomplish the task of spam review classification, the proposed ensemble and other benchmark boosting approaches are tested with 25 statistical features extracted from mobile application reviews of Yelp Dataset. Then, three different selection techniques are exploited to diminish the feature space and filter out the top 10 optimal features. The effectiveness of the proposed ensemble, the individual models, and other benchmark boosting approaches is again evaluated with 10 optimal features in terms of classification accuracy. Experimental outcomes illustrate that the proposed ensemble model outperformed the individual classifiers and state-of-the-art boosting approaches like Generalized Boost Regression Model, Extreme Gradient Boost, and AdaBoost Regression Model in terms of classification accuracy. (shrink)

This paper examines the effect of state-level culture in the US on the adoption of firms’ workplace diversity policies. Using firm-level panel data over the period 2011–2014, we document that firms in highly individualistic states are less likely to adopt workplace diversity policies, which in turn negatively affects firm performance. Our results are robust to alternative variables and econometric specifications. Our findings provide insights into the contemporary debate on the economic aspects of workplace diversity policies for firms operating in different (...) cultural backgrounds. (shrink)

In step with rapid advancements in computer vision, vehicle classification demonstrates a considerable potential to reshape intelligent transportation systems. In the last couple of decades, image processing and pattern recognition-based vehicle classification systems have been used to improve the effectiveness of automated highway toll collection and traffic monitoring systems. However, these methods are trained on limited handcrafted features extracted from small datasets, which do not cater the real-time road traffic conditions. Deep learning-based classification systems have been proposed to incorporate the (...) above-mentioned issues in traditional methods. However, convolutional neural networks require piles of data including noise, weather, and illumination factors to ensure robustness in real-time applications. Moreover, there is no generalized dataset available to validate the efficacy of vehicle classification systems. To overcome these issues, we propose a convolutional neural network-based vehicle classification system to improve robustness of vehicle classification in real-time applications. We present a vehicle dataset comprising of 10,000 images categorized into six-common vehicle classes considering adverse illuminous conditions to achieve robustness in real-time vehicle classification systems. Initially, pretrained AlexNet, GoogleNet, Inception-v3, VGG, and ResNet are fine-tuned on self-constructed vehicle dataset to evaluate their performance in terms of accuracy and convergence. Based on better performance, ResNet architecture is further improved by adding a new classification block in the network. To ensure generalization, we fine-tuned the network on the public VeRi dataset containing 50,000 images, which have been categorized into six vehicle classes. Finally, a comparison study has been carried out between the proposed and existing vehicle classification methods to evaluate the effectiveness of the proposed vehicle classification system. Consequently, our proposed system achieved 99.68%, 99.65%, and 99.56% accuracy, precision, and F1-score on our self-constructed dataset. (shrink)

Moving beyond poetry’s affective and semantic powers, south Indian rubrics of poetic analysis often examined poetry’s metaphysical dimensions. The poeticians of the Telugu country developed an especially rich body of work in this field, elaborating an analysis of auspiciousness in poetry and classifying minor genres of praise poetry called cāṭuprabandha wherein auspiciousness was particularly important. This article focuses on one witness to that tradition, the Lakṣaṇadīpikā of Gaurana. Previous scholars have cited the Lakṣaṇadīpikā as exemplifying this particular strand of thinking (...) in poetics in Andhra and contiguous regions. This paper concentrates on the metaphysical evaluation of poetry offered in the Lakṣaṇadīpikā as a way of detailing its sources and its place in the history of Sanskrit poetics more generally. Gaurana’s work is shown here to constitute an attempt at revising and reinforcing this analytical method by linking it to wider Sanskritic traditions of scholarship and ritual, specifically tantra and astrology. Ultimately, the paper argues that Gaurana’s project was meant to support a larger social argument for brahmanical prerogatives in the domain of poetic work. (shrink)