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)

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)

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)

This book offers for the first time a complete scholarly translation, commentary, and glossary in a modern European language of the logic section of Avicenna's very important compendium al-Naj=at.

Vahyin akılla, bilimin dinle, benliğin yaratıcıyla, dünyanın ahiretle çeliştiğini düşünen Batı modernitesi en güçlü etkisini kendi yuvası Avrupa’da gösterdikten kısa bir süre sonra 18. yüzyılda komşu topraklara Afrika ve Asya’ya dünya görüşünü neşretmiştir. Napolyon’un Mısır işgali kuşkusuz bu etkinin Arap dünyası sathında kıvılcımı olmuştur. Başta Mısır insanı olmak üzere tüm Arap dünyası basın ve yayın yoluyla Batı tarzı yaşam tarzı ile tanışmış ve kendi geleneği aleyhinde olumsuz etkilenmiştir. Bu olumsuz etkiyi kendi toplumunda gören Menfalûtî, halkına karşı sorumluluk hisleriyle vaaz ve (...) irşat içerikli edebi eserler ortaya koymuştur. Ancak onun bu eserlerinde çoğu zaman karamsar bir üslup kullandığı ifade edilmiştir. Hikâyelerinde seçtiği karakterlerin başlarına gelen acı felaketlerin eserlerine melankolik bir hava kattığı belirtilmiştir. Bu makale yazarın bu karamsar üslubu benimsemesinin nedenlerinden biri üzerine duracaktır. (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)

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)

Bringing culture and personality in a combination with emotions requires bringing three different theories together. In this paper, we discuss an approach for combining Hofstede’s cultural dimensions, BIG five personality parameters and PSI theory of emotions to come up with an emergent affective character model.

There are many moral values that the Arab writers have written about either in prose or poetry. This emphasis on morality in classical Arabic literature has also been the subject of many academic studies. The abundance of the literary material in this field has attracted the attention of researchers. One of these is the emphasis on "naturalness" which we have seen in classical Arabic literature. In the Arab society which social ties are very strong the moral values have been summarized (...) with the concept of al-murūah/chivalry over time. In these sources that is including poems, parables and anecdotes about morality allthings on the moral values are brought together. Hereunder the main thing in the moral maturity is the naturality. Criticism of ostensible behaviors has taken place in an important part of these works. For example, ancient perception of morality is a predestination that comes from creation has found its response in Arabic poetry. Many Arab poets have stated that one's innate character will beat and the reason will be defeated. On the other hand, some poets tried to establish a balance between character and wisdom. Accordingly, it has been stated that people are innately inclined to falses but they also have the potential to restrain their innate evil tendencies with the ability of mind given to them. These poets liked to explain this balance through the simile stating he ambitious horse that wants to run at full speed is restrained with a bit. According to this simile the man is like a person on the back of a raging horse with the evil inclinations cultivated in his nature. The soul he carries wants to take him wherever it wishes. However, he has a mind that is like a bridle in return for the soul inside him. On the other hand, when we look at the encyclopedic sources of Arabic proverbs we see that there are proverbs comparing many moral attributes with animals. In Turkish proverbs, cunning is identified with the fox and industriousness with the ant, and in Arabic proverbs a very rich human character-animal pairings stand out. These proverbs are based on the idea that people's character is the product of nature. Because each animal species has appreciated characteristics and these features occur without learning and education. In addition, the issue of the naturalness of morality was also used for the purpose of praise and satire in the classical Arabic poets. The poet makes his reproach or anger towards someone through his character. When describing his lover he states that the beauties that adorn him come from creation. Therefore, it can be said that the emphasises of character/nature/temperament in the poems in which these and similar emotions are aroused, are the motifs that serve the purpose of the poet. Finally Arab writers have offered many recommendations in literary form on issues such as brotherhood, solidarity and cooperation for the healthy continuity of social relations in the Muslim society, and they have included anecdotes and poems within the framework of the subject. The study is mainly based on the descriptive method, however, the way the authors handled the subject is analysed when it is deemed to be appropriate. Considering that there is no specific study in Turkish and Arabic literature within the framework of the present study, it is aimed to investigate the literary material in the subject in question. (shrink)

Palimpsests of Themselves is an intervention in current discussions about the fate of philosophy in postclassical Islamic intellectual history. It takes up the most advanced logic textbook of Muslim South Asia, The Ladder of the Sciences, as a case study and engages its legacy in three ways. In addition to presenting the first full translation and extended commentary in English, Asad Q. Ahmed offers detailed assessments of the technical contributions of the work, explores the social and institutional settings of (...) the vast commentarial response it elicited, and develops a theory of the philosophical commentary that is internal to the tradition. The technical, social, and theoretical approaches to the commentarial text complicate presuppositions upon which questions of Islam's intellectual decline are erected. As such, Ahmed offers a unique and powerful opportunity to understand the transmission of knowledge across the Islamic world. (shrink)

L’islamisme est-il une forme religieuse de nationalisme? Asad répond en montrant que l’islamisme et le nationalisme partagent un même souci de l’État moderne. Ils se différencient néanmoins profondément dès que l’on envisage les modalités de ce rapport. L’islamisme résulte d’une traduction de la tradition qu’il investit dans une situation dominée par l’État moderne et par une politisation des sphères sociales qu’il régule. Il entre ainsi en concurrence avec le marxisme sur le terrain de l’antiétatisme.

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)

RésuméCet article se penche sur la réception des théories avicenniennes du mouvement au VIe/XIIe siècle. Avicenne a conçu des façons innovantes de comprendre le mouvement, répondant à la fois aux défis et conditions établis par la tradition philosophique antérieure et à ceux qui naissent de sa critique interne. Le mouvement est pour lui soit le mode d’être entre deux termes, soit le passage ou l'intervalle, le premier étant le type de mouvement extra-mentalement réel, tandis que le second est un produit (...) de l'imagination. Au VIe/XIIe siècle, la critique implicite conduite par certains savants prééminents aboutit, dans certains cercles, à l'adoption de la thèse selon laquelle le mouvement-passage est extra-mentalement réel. Cette position était jugée viable aussi bien par les tenants de l'atomisme que par ceux de la théorie de la continuité des corps. (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)

Özgür istemeyi bir illüzyona dönüştüren deterministik öğelere sahip olan bir ideoloji içerisinde insan varoluşunun anlamsız ve saçma bir nitelik arz edeceğini düşünen Dostoyevski, Yeraltından Notlar’da kurguladığı yeraltı adamı karakteri aracılığıyla, doğa yasalarını temel alan ve Çernişevski gibi materyalist düşünürler tarafından savunulan toplumsal mühendislik fikrinin hiçbir şekilde uygulamaya konulmayacağını göstermek ister. Bunu gerçekleştirmek için dolaylı bir yol izleyen ve yeraltı adamı aracılığıyla determinist bir ideolojinin penceresinden dünyaya bakan bir karakter yaratan Dostoyevski, bu karakterin bakışından hareketle tüm insani edimlerin zorunlu bir nedensellik (...) tarafından belirlendiğini idrak eden bilincin verdiği irrasyonel, çelişkili ve bir anlamda saçma tepkileri gün yüzüne çıkarır. Karşıt olduğu öğretinin perspektifinden bir anlatı ortaya koyan Dostoyevski böylece materyalist bir determinizm ileri süren ideolojiyi adeta içeriden çürütmeye çalışır. Bu makalenin amacı Dostoyevski’nin Yeraltından Notlar’ını takip ederek, istemelerini, arzularını ve seçimlerini özgürce hayata geçiremeyeceğinin bilincine varan yeraltı adamının düştüğü çelişkili varoluşu irdelemek ve böylece determinist öğretilerin kabul edilmesi güç olan pratik sonuçlarını anlaşılır kılmaktır. (shrink)

BackgroundThis study aimed to determine what, how, and under what circumstances individual-focused interventions improve well-being and decrease burnout for critical care healthcare professionals.MethodThis realist approach, expert opinion interview, was guided by the Realist And Meta-narrative Evidence Synthesis: Evolving Standards II guidelines. Semi-structured interviews with critical care experts were conducted to ascertain current and nuanced information on a set of pre-defined individual interventions summarized from a previous umbrella review. The data were appraised, and relationships between context, mechanisms, and outcomes were extracted, (...) which created theory prepositions that refined the initial program theory.ResultsA total of 21 critical care experts were individually interviewed. By understanding the complex interplay between organizational and personal factors that influenced intervention uptake, it was possible to decipher the most likely implementable intervention for critical care healthcare professionals. The expert recommendation suggested that interventions should be evidence-based, accessible, inclusive, and collaborative, and promote knowledge and skill development. Unique mechanisms were also required to achieve the positive effects of the intervention due to the presence of contextual factors within critical care settings. Mechanisms identified in this study included the facilitation of self-awareness, self-regulation, autonomy, collaboration, acceptance, and inclusion.ConclusionThis validation of a theoretical understanding of intervention that addressed well-being and burnout in critical care healthcare professionals by expert opinion demonstrated essential mechanisms and contextual factors to consider when designing and implementing interventions. Future research would benefit by piloting individual interventions and integrating these new theoretical findings to understand better their effectiveness for future translation into the “real-world” setting. (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)

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)

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)

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)

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)

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

_With the growth of the edutainment industry, developing countries in Asia have seen a significant increase in this sector in recent years. Although Pakistan has been a latecomer to this emerging industry, it faces challenges in effective marketing strategies, limiting its appeal to potential customers. The concept of edutainment is still relatively unknown, making it crucial to raise awareness of its potential benefits. Pakistan requires more initiatives to build children's confidence, enhance communication skills, foster cognitive growth, and support overall mental (...) development. This research focuses on Giggle Town, a newly established center in Karachi, Pakistan, and examines its digital marketing strategies to position itself favorably within the competitive entertainment industry. Giggle Town offers a unique learning environment that fosters children's curiosity, creativity, and exploration. However, the study reveals that the center's digital marketing efforts are disproportionately focused on entertainment, overlooking the critical educational components that make it unique. This study assesses the effectiveness of these existing digital marketing strategies and explores alternative approaches to enhance Giggle Town's market positioning and outreach. Through qualitative methods including interviews and observational data, we explored how parents and educators perceive these offerings. The center currently relies heavily on influencer marketing and referrals, lacking a comprehensive digital marketing strategy. The findings propose a comprehensive digital marketing strategy that equally emphasizes both educational and entertainment aspects, thus appealing to parents' desire for meaningful and engaging experiences for their children. This approach not only aims to boost Giggle Town's visibility but also sets a new standard for edutainment marketing._. (shrink)