Volume 10 | Issue 6 |

 Abstract

The traditional unsupervised loss function [e.g., mean square error (MSE)] calculates the distance between the predicted value and the original input. However, it is difficult to guarantee the effectiveness of the features only by optimizing the reconstruction error. In order to make the learned features more effective for classification tasks, we optimize the contrastive loss function to make the features from different views of the same sample consistent. This makes the features of the same class aggregate with each other, and the features of different classes are far away from each other. Therefore, the features obtained by optimizing the contrastive loss function of different views could effectively improve the classification accuracy. We use a deep CNN as the base feature extractor. We call this proposed method deep multiview learning.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Image Classification, Hyperspectral Image

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Self help group, Women, Entrepreneurship, Socio Economic Status

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The word "transformation" states new types of innovation and creativity. In other words, digitalization means the utilization of more IT and taking advantage of digital technology. Digital Transformation is the moderation for updating the current operational planning and strategies to reconstruct the objectives for appropriate marketing approaches by adopting digital technologies.. It tends to maintain relevance and competitiveness in the digital world. Software Technology Parks of India (STPI) is a premier software and technology organization under the Ministry of Electronics and Information Technology (MeitY). The organization works for the promotion of IT/ITES Industry, innovation, R&D, start-ups, product/IP creation in the field of emerging technologies like IoT, Blockchain, Artificial Intelligence (AI), Machine Learning (ML), Computer Vision, Robotics, etc. STPI is working to establish Technology incubators in the above mentioned technology areas across the country in a collaborative manner. STPI has launched 13 Centres of Entrepreneurships (CoEs) till date. In this paper, the North East BPO Promotion Scheme (NEBPS) has been discussed and analyzed which is under the Digital India Program to promote, BPO sector as the main aim of the scheme is to provide employment to the youth of northeastern cities of the nation without being migrated to other cities in search of employment. This paper is completely based on secondary data and its nature is descriptive. The objective of the paper is to depict the NEBPS promotion schemes to generate employment in India. For the analytical interpretation, Correlation analysis would be used as a statistical tool in this paper.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Digital Transformation, Information Technology, Promotion, Correlation, NEBPS

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Internet of things (IOT), Raspberry Pi, PIR sensor, IR sensor, Home security

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In current days there are a lot of users who show interest in online social networks for communication especially in twitter, facebook and other networks. Although the usage has increased tremendously, there is still one limitation such as it is not providing security from bullying messages. The process of communicating with one another with the help of abused, vulgar,offensive messages in order to create fear for others in online platforms is known as cyberbullying. In a recent survey report almost 85 percent of messages contain bullying content and these messages are often posted by children, teenagers, pre-tenagers,above adults for communicating one with others on certain topics. There is no social media stopping these messages from communicating from one another on online platforms. Hence this motivated me to develop this proposed system in which cyber bullied messages are identified and removed from the communication. For this we try to take several machine learning algorithms and check the performance of each and every individual algorithm on the online social network communication dataset. By conducting various experiments on our proposed work by taking a sample dataset collected from KAGGLE, we finally came to the conclusion that Logistic Regression gives best accuracy compared with several models.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Online Social Network, Cyberbulling, Machine Learning, Logistic Regression , Vulgar, Offensive.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Caste, Class, Gender, Tagore, Dance-dramas

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Internally Displaced Person, Refugees, Conflicts.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

???? ?????? ???? ?????? ????? ?? ????? ????? ?????? ??? ?? ???? ?? ?? ?????? ??? ???? ???? ???? ?? ???? ????????? ?? ????? ????????????????? ??????? ?? ???? ???? ????????? ?????? ?? ??????? ??? ???? ?????????? ??????? ???????? ???? ??? ??? ????? ??? ?? ????? ???? ??? ??? ??????? ?????? ??? ?????????? ?? ?????? ?????? ??? ????? ??? ?????? ????? ?????? ?????? ?? ?????? ??? ??? ??? ?? ???? ????? ??? ?????? ?? ??? ???????? ???? ??? ???? ????? ????????? ?? ??? ???? ??? ??? ???? ??????? ??? ?????????? ?????????? ?? ?????? ???? ?????? ?????????, ??????? ??? ?????? ?? ?? ???? ????? ??? ???? ??? ?? ?? ???? ?????? ?? ????????? ?? ???? ?? ????? ?? ???? ????? ??? ?? ?????? ???????? ???? ?? ???? ???????? ?????? ?? ?????? ??? ?? ?????? ???? ???????? ???? ?? 3 ???? ??????? ??????? ?? ??? ???? ??? ??? ?? ?????? ?? ?????? ?? 50 ???? ???????? ?? ?????????? ?? ?????? ?? ????? ?? ?????? ???? ??? ?? ? ???????? ?????? ?? ??????? ??????? ?? ????? ???? ?? ?? ???? ?????? ?????? ??? ?????????? ???? ????? ?????? ???????? ?? ?

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

kamaar janajaati, rnagrastata

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

This paper presents the simulation and implementation of a solar based high stepup transformerless standalone inverter using control techniques. The proposed topology is a two-stage (DC-DC-AC) power conversion topology. In this proposed topology a non-isolated high stepup DC-DC Quadratic Boost converter is coupled with a dynamic dc-link single phase inverter. The front-end Quadratic boost converter is controlled by fuzzy logic controller based Perturb and Observe (P&O) MPPT control technique and the inverter stage is controlled by PR controller based current and voltage control techniques. The performance of the proposed Quadratic boost converter fed inverter configurations is validated through simulation in MATLAB/Simulink platform for hardware implementation, the proposed control techniques are programmed in dsPIC30f2010 Digital Signal Controller. The proposed FLC -P&O MPPT control technique have high efficiency, low overshoot and less oscillation time compared to conventional P&O MPPT technique. The proposed Quadratic boost converter proves good steady state performance, low voltage ripple, current ripple and preserve constant output voltage with the help of FLC. The proposed PR controller based current and voltage control techniques are used to control the inverter output voltage and current by changing the modulation index and maintain zero steady state error in sinusoidal quantities compared to PI controller. The proposed inverter proves good steady state performance, low THD, and preserve constant output voltage with the help of PR controller. The FLC controller and PR controller-based control techniques are increases the efficiency and reduce the THD range within 5% of the proposed model.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

FLC based P&O MPPT, PR Controller, Quadratic Boost converter, Transformerless stand-alone Inverter, Unipolar SPWM, Low Harmonic distortion, MATLAB/Simulink.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Trademark is concerned with one of a specific type of Intellectual Property Rights that primarily provides an identification mark of any particular type, officially for the institutions or there can be goods and services also for which it may be identified with a particular type of symbol or any of the representative sign. The Trade Marks Act came into force in 1999 which generally specified the acknowledgment of a registered trademark and its stupendous benefits in a long run and particularly it abolished the idea and practice of preventing fraudulent use of the mark. The central idea of the paper mainly advocates the necessity of a registered trademark to consider the authenticity and credibility of goods and services provided by any firm or company. Furthermore, it analyzes the effects of using the trademark without registration and how this affects the rights of a subsequently registered trademark user. The paper is devoted to understanding the basic components and essential elements of trademark regulation principles and an instantaneous need to awaking the general public about this as most Indians are in oblivion regarding this concept of the trademark. It is the duty of a firm or institutionalized set-up that is promoting its products to make its customers aware of the essentiality of cross-checking and verification of whatever they are buying and the buyer must be conscious of their basic rights before purchasing anything in general. The paper scrutinizes the rights and privileges that fall on the part of the prior trademark user and the subsequent user with certain exceptions in particular cases. The main emphasis will be put on various provisions, case laws, and judgments of the Supreme Court and High Court concerning the trademark regulation law globally.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Trademark Act, Registration, Subsequent user, Prior user, Case laws, Passing Off

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Creative Commons Attribution 4.0 and The Open Definition