Heart failure is a major cause of death worldwide. Early detection and intervention are essential for improving the chances of a positive outcome. This study presents a novel approach to predicting the likelihood of a person having heart failure using a neural network model. The dataset comprises 918 samples with 11 features, such as age, sex, chest pain type, resting blood pressure, cholesterol, fasting blood sugar, resting electrocardiogram results, maximum heart rate achieved, exercise-induced angina, oldpeak, ST_Slope, and HeartDisease. A neural (...) network model with four layers (1 input and 1 output) was trained on the dataset and achieved an accuracy of 90% and an average error of 0.009. The most influential factors in heart failure prediction were found to be oldpeak, ST_Slope, sex, fastingBS, chestPainType, exerciseAngina, cholesterol, restingBP, maxHR, restingBP, and age. This study provides a valuable tool for early detection and intervention of heart failure, thereby contributing to the field of health and medicine. (shrink)

This paper briefly presents the historical and philosophical link between Enlightenment philosophy and the emergence of Postmodern philosophy, i.e., the transition from modernity to postmodernity. While identifying and recognizing the “difference” and the sharp contrast, I will concentrate on showing the “continuity” between the two philosophies. This paper shows that postmodernism can be understood as ultra-modernism in at least two dimensions 1) in opting for a particular critical methodology and 2) in the intensification of subjectivity. This enactment of deconstructive criticism, (...) skepticism, relativism, and subjectivism has generated a cultural condition that suspects and distrusts every knowledge and truth claim. As a result, the matters which are related to our shared communal concerns are becoming ambiguous. (shrink)

This paper aims to identify and relate different ecological approaches (primarily Preservation and Conservation) that played a significant role in developing a global ecological conscience. After presenting a comprehensive historical account of the approaches and movements in ecological thought, at the end of the paper, I will briefly highlight the potential areas of future research that could develop and re-frame ecological thought that ensures collaboration, co-adaptation, and sustainability in the environmental ethos. I fully acknowledge the diverse environmental movements in different (...) parts of the world, and I also recognize the complexity, multi-dimensionality, and dissimilarity of ecological thoughts in different cultures. Nevertheless, the dominant and the most influential standpoint that governed and shaped modern ecological thought comes from western thinkers, scientists, and activists. Therefore, in this paper, I will confine myself to the western environmental tradition. (shrink)