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)

We show in this paper that the AGM postulates are too weak to ensure the rational preservation of conditional beliefs during belief revision, thus permitting improper responses to sequences of observations. We remedy this weakness by proposing four additional postulates, which are sound relative to a qualitative version of probabilistic conditioning. Contrary to the AGM framework, the proposed postulates characterize belief revision as a process which may depend on elements of an epistemic state that are not necessarily captured by a (...) belief set. We also show that a simple modification to the AGM framework can allow belief revision to be a function of epistemic states. We establish a model-based representation theorem which characterizes the proposed postulates and constrains, in turn, the way in which entrenchment orderings may be transformed under iterated belief revision. (shrink)

203 surveys were considered complete and were included in the analysis. Written consent was not used by nearly 40% of the researchers.

Recent work has shown that the input-output behavior of some common machine learning classifiers can be captured in symbolic form, allowing one to reason about the behavior of these classifiers using symbolic techniques. This includes explaining decisions, measuring robustness, and proving formal properties of machine learning classifiers by reasoning about the corresponding symbolic classifiers. In this work, we present a theory for unveiling the _reasons_ behind the decisions made by Boolean classifiers and study some of its theoretical and practical implications. (...) At the core of our theory is the notion of a _complete reason,_ which can be viewed as a necessary and sufficient condition for why a decision was made. We show how the complete reason can be used for computing notions such as sufficient reasons (also known as PI-explanations and abductive explanations), how it can be used for determining decision and classifier bias and how it can be used for evaluating counterfactual statements such as “a decision will stick even if...because....” We present a linear-time algorithm for computing the complete reasoning behind a decision, assuming the classifier is represented by a Boolean circuit of appropriate form. We then show how the computed complete reason can be used to answer many queries about a decision in linear or polynomial time. We finally conclude with a case study that illustrates the various notions and techniques we introduced. (shrink)

Given that health systems research involves different aims, approaches, and methodologies as compared to more traditional clinical trials, the ethical issues present in HSR may be unique or particularly nuanced. This article outlines eight pertinent ethical issues that are particularly salient in HSR and argues that the ethical review process should be better tailored to ensure more efficient and appropriate oversight of HSR with adequate human protections, especially in low- and middle-income countries. The eight ethical areas we discuss include the (...) nature of intervention, types of research subjects, units of intervention and observation, informed consent, controls and comparisons, risk assessment, inclusion of vulnerable groups, and benefits of research. HSR involving human participants is necessary to ensure health systems strengthening and quality of care and to guide public policy intelligently. Health systems researchers must carefully define their intent and goals and openly clarify the values that may influence the premises and design of protocols. As new types of population-level research activities become more commonplace, it is critical that institutional review board and research ethics committee review processes evolve to evaluate these research protocols in ways that address the nuanced features of these studies. (shrink)

Polanyi's book, The Great Transformation, provides an analysis of the emergence and significance of capitalist economic structures which differs radically from those currently universally taught in economic textbooks. This analysis is based on a methodological approach which is also radically different from existing methodologies for economics, and more generally social science. This methodology is used by Polanyi without explicit articulation. Our goal in this article is to articulate the methodology used in this book to bring out the several dimensions on (...) which it differs from current approaches to social science. Among the key differences Polanyi provides substantial scope for human agency and capability to change the course of history. He also shows that the social, political and economic spheres of human existence are deeply interlinked and cannot be analysed in isolation, as current approaches assume. (shrink)

Mining social network data and developing user profile from unstructured and informal data are a challenging task. The proposed research builds user profile using Twitter data which is later helpful to provide the user with personalized recommendations. Publicly available tweets are fetched and classified and sentiments expressed in tweets are extracted and normalized. This research uses domain-specific seed list to classify tweets. Semantic and syntactic analysis on tweets is performed to minimize information loss during the process of tweets classification. After (...) precise classification and sentiment analysis, the system builds user interest-based profile by analyzing user’s post on Twitter to know about user interests. The proposed system was tested on a dataset of almost 1 million tweets and was able to classify up to 96% tweets accurately. (shrink)

The philosophy of religion and theology are related to the culture in which they have developed. These disciplines provide a source of values and vision to the cultures of which they are part, while at the same time they are delimited and defined by their cultures. This book compares the ideas of two contemporary philosophers, John Hick and Seyyed Hossein Nasr, on the issues of religion, religions, the concept of the ultimate reality, and the notion of sacred knowledge. On a (...) broader level, it compares two world-views: the one formed by Western Christian culture, which is religious in intention but secular in essence; the other Islamic, formed through the assimilation of traditional wisdom, which is turned against the norms of secular culture and is thus religious both in intention and essence. (shrink)

Neurotechnological cognitive enhancement has become an area of intense scientific, policy, and ethical interest. However, while work has increasingly focused on ethical views of the general public, less studied are those with personal connections to cognitive impairment. Using a mixed-methods design, we surveyed attitudes regarding implantable neurotechnological cognitive enhancement in individuals who self-identified as having increased likelihood of developing dementia (n = 25; ‘Our Study’), compared to a nationally representative sample of Americans (n = 4726; ‘Pew Study’). Participants in Our (...) Study were additionally shown four videos showcasing hypothetical neurotechnological devices designed to enhance different cognitive abilities and were interviewed for more in-depth responses. Both groups expressed comparable degrees of worry and acknowledgement of potential ethical ramifications (all _ps_ > _0.05_). Compared to the Pew Study, participants in Our Study expressed slightly higher desire (_p_. (shrink)

Conduct of life according to Islam; collected articles.

Letters by the author, a member of Jamaat-e-Islami, written to his wife during 1946-47, on Islamic ethics; includes a chronology of events that took place in India immediately before and after partition.

Ways of Being Free: Introduction -- War Is Everything's Father: History and Death as Causes of Existential Angst -- Introduction: Causes of Existential Angst -- Change and Changelessness in Midnight's Children -- The Road of Existential Struggle in The Famished Road -- History and the "Nervous Condition" in The English Patient -- Death as a Drive to Meaningful Existence in Midnight's Children -- Becoming Dead-to-the-World in The English Patient -- Ideological Re-appropriation through Death in The Famished Road -- Authenticity -- (...) Authenticity: Introduction -- From Self-Sufficiency to Inoperative Community in The English Patient -- Revolution Revisited in The Famished Road -- From Communalism to the Comic Absurd in Midnight's Children. (shrink)

Are the employees working in different countries and enjoying healthy compensation truly loyal to their organization? Our study attempts to answer this question by examining the role of perception of politics on the affective commitment of expatriates in the Sultanate of Oman. Following the axiom of equity theory, the relationships between the perception of politics (POP) to affective commitment (AC) and Islamic work ethics (IWE) to affective commitment (AC) was tested. The moderating role of Islamic work ethics was also examined (...) in the POP-AC relationship. Responses from 146 employees were collected following a simple random sampling technique. Employees working in different organizations at various managerial levels were approached for data collection. Descriptive statistics, correlation, and regression tests were applied to test hypotheses using SPSS-22.0 and SmartPLS-4. Results confirmed the positive relationship between Islamic work ethics to affective commitment and the negative relationship between perception of politics to affective commitment. Moreover, the negative relationship between the perception of politics with affective commitment was weaker when Islamic work ethics were high. Practical implications of the study are presented based on the results. (shrink)

Given that health systems research involves different aims, approaches, and methodologies as compared to more traditional clinical trials, the ethical issues present in HSR may be unique or particularly nuanced. This article outlines eight pertinent ethical issues that are particularly salient in HSR and argues that the ethical review process should be better tailored to ensure more efficient and appropriate oversight of HSR with adequate human protections, especially in low- and middle-income countries. The eight ethical areas we discuss include the (...) nature of intervention, types of research subjects, units of intervention and observation, informed consent, controls and comparisons, risk assessment, inclusion of vulnerable groups, and benefits of research. HSR involving human participants is necessary to ensure health systems strengthening and quality of care and to guide public policy intelligently. Health systems researchers must carefully define their intent and goals and openly clarify the values that may influence the premises and design of protocols. As new types of population-level research activities become more commonplace, it is critical that institutional review board and research ethics committee review processes evolve to evaluate these research protocols in ways that address the nuanced features of these studies. (shrink)

We address in this paper the problem of counting the models of a propositional theory under incremental changes to its literals. Specifcally, we show that if a propositional theory Δ is in a special form that we call smooth, deterministic, decomposable negation normal form, then for any consistent set of literals S, we can simultaneously count the models of Δ ∪ S and the models of every theory Δ ∪ T where T results from adding, removing or flipping a literal (...) in S. We present two results relating to the time and space complexity of compiling propositional theories into sd-DNNF. First, we show that if a conjunctive normal form has a bounded treewidth, then it can be compiled into an sd-DNNF in time and space which are linear in its size. Second, we show that sd-DNNF is a strictly more space efficient representation than Free Binary Decision Diagrams. Finally, we discuss some applications of the counting results to truth maintenance systems, belief revision, and model-based diagnosis. (shrink)

Some of the works written on the i’jaaz as an independent research field are pioneers in that they are among the firsts. Two of them belong to Hattâbî and Rummânî. In Arabic, there are many closely related words that are in a pattern with each other. Choosing the most appropriate of these words according to the addressee and context is an important criterion that determines the quality of the literature. This virtue is at the miracle level in the Quran. Hattâbî (...) and Rummâni examined the words of the Quran in terms of the literary virtue in question. Hattâbî did not stay within the framework of a particular literary art, but researched his word preferences in general and made comments about why that word was used in the Quran among other words with similar meaning. In this study, the two authors' approaches to the subject are examined. (shrink)

The spread of Islam to a wide geography in a short time had an effect on the activities of notification and invitation rather than military success. While Muslims invite communities that have not yet converted to Islam, on the other hand, they have taken care to keep the Muslim community alive with sermons and guidance by not neglecting their own internal reforms. They encouraged people who are well-equipped in terms of religious knowledge and inclined to oratory to bring religious love (...) and enthusiasm to the new generations, especially to the new generations. This sermon expectation of society has encouraged the growth of powerful preachers throughout history in the Islamic community. One of the factors that make the sermon effective is the reinforcement of the speech content with the literary language. Human nature, which is inclined towards beauty by nature, values the word being spoken by considering aesthetic concerns. The way to make speeches that are concise in words, deep in meaning, declaratively clear and intelligible depends on the proper use of literary arts. Literary writers try to make the most of the possibilities of literature and make their works permanent. In this study, the work al-Mudhish of Ibn al-Jawzī, who is one of the preachers who made his sermons effective by taking advantage of the rich possibilities of Arabic literature, was examined within the framework of the relationship between literature and preaching. The prominent literary elements in the work were examined in titles, striking examples were selected and critiqued. As a result, it has been revealed what Ibn al-Jawzī’s bringing together his sermon language and his literary work has brought to the sermon text. (shrink)

El presente artículo rastrea el rol de la lengua siríaca en el movimiento de traducción que derivó en la medicina islámica medieval a partir de la identificación de los paralelos literarios existentes entre la receta de la Hierá de Archigénes de El libro de las medicinas en lengua siríaca y los textos griegos y árabes que contienen testimonios de la misma receta. Esta receta, que es un compuesto de variada actividad terapéutica, es una de las tantas evidencias halladas que argumenta (...) a favor de la temprana labor de los cristianos de lengua siríaca como traductores de textos médicos clásicos, precediendo a quienes lo hicieron en lengua árabe, que habrían traducido sus textos farmacéuticos a partir del siríaco. The article traces the role of the Syriac language in the translation’s movement that led to medieval Islamic medicine from the identification of the literary parallels between the recipe of the Hiera of Archigenes of The book of medicines in language Syriac and the Greek and Arab texts that contain testimonies of the same recipe. This recipe which is a compound of varied therapeutic activity is one of the many evidences found that argues in favor of the early work of the Christians of the Syriac language as translators of classical medical texts, preceding those who did it in the Arabic language. (shrink)

Ce texte, écrit à la suite des attentats du 11 septembre 2001, tente de redéfinir les notions de laïcité et de sécularisme en marge des grands récits de sécularisation. La modernité laïque n’est ni la simple séparation du politique et du religieux, ni ce qui reste lorsque la religion décline ou s’efface. Dès lors que le concept de « religion » renvoie lui-même à une construction historique qui diffère selon les espaces politiques, l’on doit affirmer que la modernité laïque est (...) la production d’un nouveau partage entre le religieux et le politique, d’une redéfinition de ce qu’est censé être la « religion » et, avec elle, l’éthique et la politique. Le texte discute ensuite le libéralisme politique de Charles Taylor de façon critique. L’unité de la modernité politique n’est pas factuelle, c’est l’unité d’un projet moderne : elle a un but politique dont l’hégémonie se lit dans le fait que les peuples extra-européens sont perpétuellement invités à s’y mesurer. Cette analyse dessine enfin la voie d’une anthropologie du sécularisme défini comme une doctrine qui cherche à émanciper la sphère publique d’un religieux oppressif, mais aussi et surtout comme une forme de vie laïque : un ensemble d’attitudes spécifiques, un certain rapport au corps et à la souffrance ainsi qu’un modèle de subjectivité. (shrink)

Several protective cellular mechanisms protect against the accumulation of reactive oxygen species (ROS) and the concomitant oxidative stress. Therefore, any reduction in glucose or fatty acid flux into cells leading to a decrease in the production of reducing equivalents would also lead to a decreased ROS production and protect cells against oxidative stress. In the presence of insulin, FOXO proteins are localized from the nucleus to the cytoplasm and degraded. An increase in cellular glucose uptake will lead to increased production (...) of ROS. This in turn activates the stress‐responsive Jun‐N‐terminal kinase (JNK), which promotes nuclear translocation of FOXO proteins, upregulating some important target genes including stress resistance. Consequently, insulin resistance should result in decreased cellular ROS production. For this reason, insulin resistance could be a physiological mechanism activated at the cellular level in response to conditions stimulating ROS production and leading to the prevention of oxidative stress, and extension of life. Concerning the whole organism, however, IR is a maladaptive process in the long term causing a diabetic state. BioEssays 29:811–818, 2007. © 2007 Wiley Periodicals, Inc. (shrink)