British Journal of Computer Science and Information Technology (BJCSIT)—Open Access Journal

Abstract : This study provides an empirical evaluation of diverse traditional learning, deep learning, and unsupervised techniques based on diverse sets of features for the problem of depression detection among Twitter and Reddit users. The main objective of this study is to investigate the most appropriate features, document representations, and text classifiers for the significant problem of depression detection on social media microblogs, such as tweets, as well as macroblogs, such as posts on Reddit. The study's investigation will concentrate on the linguistic characteristics, blogging behavior, and topics for features, multi-word, and word embeddings for document representation as well as on unsupervised learning for text clustering. This study will select the best approaches in the literature as baselines to practically examine them on the depressive and non-depressive dataset of blogs designed for this work. The study's integrations and ensembles of the selected baselines will be experimented as well to recommend a design for an effective social media blog classifier based on unsupervised learning and WE document representation. The study concluded that the experiments proved that a stacking ensemble of Adam Deep Learning With SOM clustering followed by Agglomerative Hierarchical clustering with topic features and pre-trained word2vec embeddings achieved an accuracy more than 92% on Twitter and Reddit depression analysis datasets.
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Abstract : In this paper, we introduce some hybrid iterative schemes (Picard-Ishikawa, Picard-AK, Picard-S hybrid iterative schemes) in line with Picard-Mann scheme and establish some strong convergence results for generalized contractive-like inequality operators introduced by Imoru and Olatinwo [10] in a Banach space. We also compare the convergence speed of CR, SP, Picard-Mann hybrid iterative schemes with our results (Picard-S, Picard-AK, Picard-Ishikawa hybrid iterative shemes). It is shown that one of our results (Picard-S iterative scheme) converges faster than others (CR, SP, Picard-AK, Picard- Ishikawa, Picard-Mann hybrid iterative schemes) for increasing functions, while the Picard-AK scheme is faster than CR scheme for decreasing function. Our results generalize and extend multitude of results in the literature, including the results of Khan [13].
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Abstract : The investigation exhibits the patterns in initiation example and writer's shared research in Data Innovation with an example of 17917 articles gather from LISA during 2000-2009.The normal number of writers per article is 1.80. In the investigation the level of joint effort (C) during the general 10 years (2000-2009) is 0.71 however the year shrewd level of cooperation is practically same in every one of the long periods of mean worth 0.49. In the 10 years of period, the multi-origin articles are higher and transcendent on single creation. The examination found that the looks into in Data Innovation are keep toward group research or gathering research as opposed to solo research.
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Abstract : Globalization and advancement have encouraged concentrated business rivalry which thus has expanded the requirement for reception of new innovations to build the productivity in administration conveyance. ICT has wide application in open administrations: in organization, in the instructive framework, in the medicinal services division, and in transportation. This examination anyway centered around instruction segment explicitly in auxiliary schools in Kiambu area in Kenya. Regardless of ICT effectiveness, potential and consistent job in improving efficiency and learning move in social, monetary and political mainstays of advancement, it's reception in Secondary schools in Kenya has stayed low and constrained. The examination embraced an expressive research configuration approach and focused on all general society and private Secondary schools in Thika locale in Kiambu area in Kenya. The discoveries demonstrate a positive relationship between the pace of ICT appropriation and high foundation costs, pace of ICT reception and insufficient web availability, pace of ICT selection and nonappearance of clear arrangement rules in broad daylight and private Secondary schools in Thika Area prompting low ICT use causing deferral of real innovation combination in schools. This examination proposes and suggests that; Essential foundation procurement and bolster rules be profited to schools. Similarly, the School ICT foundation be expense deferred or zero evaluated to address expenses of I
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Abstract : In the midst of the foundation of various difficulties going up against the social insurance division, (for example, increasing costs, incessant sickness upsurge and issues identified with patient wellbeing), this story audit plans to reveal insight into the open doors given by patient-focused consideration and innovation use as a way to improve and reshape the medicinal services part. The development of innovation use in social insurance from telemedicine to the present time of associated wellbeing is featured and talked about as a relevant rising model to reinforce the patient-focused consideration and connection the parts of the medicinal services division. Different patterns in the innovation field which maintain the fundamentals of patient-focused consideration are additionally delineated. Finally, a portion of the basic perspectives about digitalization of wellbeing that have obstructed the across the board appropriation have been contacted.
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