Volume 11 | Issue 2

 Abstract

The goal of this study is to investigate how authors ability to recognise and convey emotions through words and expressions changes in an online, adaptive learning environment. The effectiveness of a method developed to improve a convolution neural network's performance using Bidirectional Long Short-Term Memory is verified through a simulated exercise (CNN-BiLSTM). It was decided to do this after carefully examining the deep learning neural network methods already available. Based on the experimental results, the CNN-BiLSTM method provided in this article achieves an accuracy of up to 98.75%, which is at least 3.15 percentage points more than the accuracy of other algorithms. The book "Deep Learning-Based Artificial Emotional Intelligence" delves at the ways in which AI has been used to emotional intelligence, specifically to the goals of accelerating and augmenting emotional intelligence. Some examples of artificial intelligence applications that are investigated include machine learning and deep learning. It offers research on tools that may be utilised by system architects and designers to ease and streamline the process of developing deep learning systems. Specifically, we employ a deep learning approach for labelling feelings in our research. In this method, a huge number of sensor inputs from different modalities are added and subtracted in an iterative process. Our dataset was derived from information collected by multiple smartphones and wearables in a real-world investigation. It does so by displaying signal dynamics and the temporal correlations between the various sensor modalities, all of which are gathered from a unified model that incorporates on-body, ambient, and location sensors. The raw sensor data is fed into numerous learning methods, including a hybrid that employs both convolutional neural networks and long short-term memory recurrent neural networks (CNN-LSTM). Thus, feature engineering and extraction can be carried out automatically.

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 Keywords

Deep learning, Emotion recognition, Convolutional neural network, Long short-term memory mobile sensing

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Abstract: Worldwide commercial interest in the production of phosphate-based phosphors is reflected in the widespread use of the white light emitting device. Phosphors are luminescent materials when it is excited by external energy sources photons are emitted. This article reviews some developed techniques for producing phosphate-based phosphors such as the solid-state reaction method, precipitation method, low-temperature solution combustion method, wet chemical synthesis method, etc., and also discussed their characterization techniques. Recently, rare earth-activated phosphate-based phosphors have made great attention due to their excellent ability to host activator ions in their lattice, higher quantum fields, low toxicity, and higher chemical and thermal stability, and are mainly used for optoelectronic and biomedical applications

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Cathodoluminescence, ultra-violet, solid-state reaction method.

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Permeate, Naturalism, Pragmatism, Machiavellian

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 Abstract

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GOVERNANCE, COOPERATIVE FEDERALISM, PUBLIC POLICY, PUBLIC MANAGEMENT.

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Indian Fashion and youth, Clothing Trends, Youth Fashion Trends, Indian Youth and Clothing Style.

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Bilayer tablet, GMP requirement, DUREDASTM technology, Bilayer tablet press, Active Pharmaceutical Ingredients.

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Financial Knowledge, Stock Market, Mutual Funds

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Abstract The objective of this study is to compare online and offline modes of learning. During Covid-19. Almost everyone has shifted from offline to online mode. Students are facing many problems to cop up with an online mode but now both options are available in the market. The study aims to investigate if students have both options they prefer.

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Keywords- Offline mode and online mode

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Performance management system, performance appraisal, Organization, Productivity preface.

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Emotional Intelligence, Teaching Satisfaction, Female Teachers, Dimensions, Femininity

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The survey asked respondents to rate their overall satisfaction with their e-banking experience, as well as their satisfaction with specific aspects of the service such as security, convenience, and customer service. The results of the survey indicate that overall customer satisfaction with e-banking services is high, with most respondents reporting that they are satisfied with the security, convenience, and customer service provided. E-banking is an increasingly popular form of banking that uses electronic technology to facilitate financial transactions.

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Financial Transaction, Pay Bill, Security.

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orodispersible drug delivery systems are extensively used to improve bioavailability and patient compliance. Over the past three decades, orodispersible tablets (ODTs) have gained considerable attention as a preferred alternative to conventional tablets and capsules due to better patient compliance, improved solubility and stability profiles. The purpose of the article is to review potential advancements of ODT technology in drug delivery applications. Various techniques employed to prepare ODTs include direct compression method, freeze drying, spray drying, tablet moulding, sublimation and mass extrusion. ODTs could be preferred choice especially with those drugs sensitive to GI and for patients under category of pediatrics, geriatrics, bedridden, postoperative and who may have difficulty in swallowing the conventional tablets and capsules.ODTs are solid dosage forms containing medicinal substances which disintegrate rapidly, usually in a matter of seconds, when placed on the tongue.ODTs render enhanced acceptability due to its patient compliance as well as improved bioavailability and stability. This article reviews recent trends undertaken to develop ODTs, new ODTs technologies, suitability of drug candidate and characterization of ODTs.

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Orodispersible tablets (ODTs), Drug selection of ODTs, Methods of preparation & Evaluation of orodispersible tablet (ODTs)

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Email has become an essential part of our life, especially if one needs to contact a specially-abled people or illiterate. In such cases, they have to keep replying on someone due to the limitations in email facility. The objective of this project is to overcome the current limitation and provide an enhanced mail services that can connect all the people. This project focuses on developing a voice-based mail which is not limited to conversion of speech to text but also to be a helpful voice assistant. This android application also ensures the mail is sent in the form the receiver prefers, that is, as speech or text and language chosen by the user. Therefore, it is very helpful for people who wants to be self-reliant and ensures all the people can connect through easily breaking the limitations.

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Android Studio, Kotlin, Mail System, Speech to Text, Text to Speech and Voice Assistant.

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Ageing is a continuous, irreversible, and universal process that begins at conception and lasts until a person dies. However, the age at which one!s productive contribution declines and one tends to be economically dependent can probably be treated as the onset of the aged stage of life. During childhood years children depend on their parents and in the elderly years the elderly depend upon people younger than them, which are normal dependent states of living. Under the influence of industrialization, urbanization, technical and technological progress, education, and globalisation, Indian society is undergoing a fast shift. Since intergenerational links were a defining characteristic of the traditional family, they are eroding and changing the conventional beliefs and institutions. The concept of the nuclear family disturbed the conventional social cycle, violating a thousand-year-old Indian norm in which parents are worshipped as a fervent incarnation of God. When parents lose their capacity to work and earn, they become a financial burden on their children. This led to an imbalanced manner of living for the elderly and sometimes led to feelings of powerlessness, loneliness, uselessness, and isolation in the elderly. The article discusses the available legal rights and bylaws and government provisions in this article to discover the various mechanisms by which ageing adults' human rights are protected.

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Regulations, Ageing Adult, Human Rights

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Credit Card, Fraud, Algorithms, Logistic Regression, Accuracy, Predictive system

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Water pollutants are a major environmental concern. The study was aimed to investigate the effect of industrial waste water pollution on the morphological parameters and stomata of Cicer arietinum crop. Industrial waste water samples were collected from a common outlet of different industries from Kota. Various morphological parameters were analysed comparatively in Cicer plants irrigated with tap water (control) and industrial waste water. This study showed that industrial waste water irrigated crop has significantly decreased seed germination, vigour index, stem length, internodal length and petiole length. Whereas, slight decrease in seedling length, seed size, number of leaves in leaflet, seedling fresh and dry weight was found in industrial waste water irrigated crop than control crop. Results of stomata study showed slight modification in stomatal length, breadth, area and density in plants when irrigated with industrial waste water.

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Cicer arietinum, Industrial waste water, Morphological parameters

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Creative Commons Attribution 4.0 and The Open Definition

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The cyberspace news consumption is increasing day by day all over the world. The main reason for cyber space news consumption is due to its low cost, easy access and easy sharing facility which lead people to consume news rapidly without the knowing whether the news is fake or true. Thus, the wide spread of fake news which have the serious negative impacts on society. Therefore, false news prediction on cyberspace is attracting a tremendous attention. This model works on processing the text and images together by providing an interactive Application Interface (API), i.e., text by applying the model Logistic regression classifier and image by applying self-consistency algorithm. The natural language tool kit (NLTK) model is used for these implementations through python. Once the news is predicted fake, a report is redirected to the authorized website (cybercrime department) to take the immediate necessary actions required to stop this news from spreading.

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Cyberspace, fake-news, text and image, Logistic regression classifier, self-consistency algorithm, report, redirect.

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This paper is merely an attempt to present the importance of the conflict management ability of prospective teachers and how well they are adjusted in their profession and in society. The major objectives of this study are to find out the attitude of prospective teachers towards conflict management based on Gender, marital status, habitation, and medium of instruction. The population consists of prospective teachers from Patna, District. And the sample consisted of 100 prospective teachers. The investigator adapted the survey method. A self-constructed and validated tool on Conflict Management Scale (CMS) was administered to collect the data. Mean, standard deviation, and t-test were used to analyze the data to infer the findings. It is also inferred from the findings that there is a significant difference in the Attitude of prospective Teachers towards conflict Management based on Gender, Marital Status, and Habitation. The findings also reveal that there is no significant difference in the Attitude of prospective Teachers towards conflict Management based on the Medium of Instruction.

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Conflict, Adjustment, Management, Profession, Society

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In a fast changing and fast-paced global workplace, where maintaining competitive advantage is paramount to success, identifying ways of sustaining employee well-being is of increasing importance to a range of stakeholders, both within the context of work and beyond. Within the workplace, well-being is important not only to individual employees in terms of maintaining their own good health, but also to managers and organizations as there is evidence to suggest that poor well-being at work can have adverse effects on performance and overall productivity. Beyond the workplace, health service providers must manage the potential burden of poor individual and population health, exacerbated in many nations by ageing workforces. Given the existing evidence linking employee well-being to key organizational outcomes such as performance and productivity, identifying ways to enhance employee well-being is, arguably, a core function of contemporary human resource professionals. However, the juxtaposition of an increased focus on well-being at work and the current business climate of needing to do more with less can pose significant challenges for HRM professionals in contemporary organizations. This article reviews some key questions of interest to researchers in the field of HRM and well-being and suggests several areas for future research.

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PSYCHOLOGICAL WELL-BEING AND JOB SATISFACTION OF EMPLOYEES

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Tinder, Marketing, Brand Image, Perception, Brand, Customer

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Creative Commons Attribution 4.0 and The Open Definition