scholarly journals Performance Comparison for Spam Detection in Social Media Using Deep Learning Algorithms

2021 ◽  
Vol 12 (1S) ◽  
pp. 193-201
Author(s):  
Rushali Deshmukh, Et. al.
Keyword(s):  
Social Media ◽  
Community Violence ◽  
High Speed ◽  
Personal Data ◽  
Value Added ◽  
Knowledge Bases ◽  
Performance Comparison ◽  
Point Of View ◽  
Spam Detection ◽  
Algorithmic Technique

Social media applications like Twitter, Instagram, Facebook have helped people to connect to each other. This has been eased due to high-speed internet. However, this has invited various spam messages through tweets or Facebook. The sole purpose of such messages is aggregation or exploitation of personal data in terms of finances or medical records, political benefit’s or community violence. This makes spam detection an extreme value-added service. We tend to recommend a 1D CNN algorithmic technique and compare results with variants of CNN and with boosting algorithms. The model is braced with linguistics data in the illustration of the words with the assistance of knowledge-bases such as Word2vec and fast ext. This improves the end to end performance, by providing higher linguistics vector illustration of input testing words. Projected Experimental results show the efficiency of the projected approach from the point of view of accuracy, F1-score and response time.

scholarly journals Comparative Analysis in Terms of Power and Delay of the Different Sense Amplifier Topologies

2021 ◽  
Author(s):  
Alok Kumar Mishra ◽  
◽  
Urvashi Chopra ◽  
Vaithiyanathan Dhandapani ◽  
◽  
...  
Keyword(s):  
High Speed ◽  
Cmos Technology ◽  
Performance Comparison ◽  
Point Of View ◽  
Sense Amplifier ◽  
Data Line ◽  
Different Types ◽  
Sense Amplifiers ◽  
On Chip ◽  
The Internet Of Things

To read the data from the memory in each of the devices is crucial. In the modern-day VLSI, world need high-speed devices to satisfy the demand for application such as the Internet of Things (IoT) and System on Chip (Soc). We have implemented the different types of existing sense amplifiers to investigate the working and application point of view. Every sense amplifier has its own advantage. Each of the sense amplifiers is focusing basically on the charging and discharging of Bit Line (BL), Bit Line Bar (BLB) in case of Voltage sense and Data Line (DL), Data Line Bar (DLB) in case of current sense. The waveform of the Voltage sense and current sense clearly shown. Performance comparison based on Sensing Delay, Power, and Supply variation at UMC 65nm CMOS technology node using CADENCE Virtuoso tool.

scholarly journals Telemedicine as a part of globalization and tool for innovation from the legal point of view

2021 ◽  
Vol 92 ◽  
pp. 04018
Author(s):  
Martin Orviský ◽  
Jaroslav Klátik
Keyword(s):  
Information Systems ◽  
Personal Data ◽  
Value Added ◽  
Point Of View ◽  
Structural Method ◽  
Waiting Room ◽  
Legal Norms ◽  
Personal Data Protection ◽  
Legal Method ◽  
Medical Examinations

Research background: The use of various information systems is currently beginning to be increasingly promoted also in the area of provision of health care. This is the so-called telemedicine and nowadays can by considared as standard - the prescribing of electronic prescriptions, enrolling in a doctor’s waiting room online and so on. One of the last services in telemedicine was the introduction of a video-call with a doctor as a form of teleconsultation. However, the video-call with the doctor is not recognized by the current law and allows it to be performed only as an emergency form of replacement of medical examination during a pandemic-related emergency. The use of telemedicine for that raises a number of serious legal issues that need to be solved. Purpose of the article: The main purpose of article is deal with the use of information systems in medicine and analyze the possibility and permissibility of using telemedicine from the legal point of view. The authors therefore analyze the possibility of providing certain acts in medicine and acts related to medical examinations online and analyze what conditions of personal data protection must be maintained in this case. Methods: The authors use the method of analysis, synthesis, system-structural method and normative-legal method of interpretation of legal norms. Findings & Value added: The main benefit of the research is the analysis of the conditions that a doctor must observe when providing telemedicine in order to provide healthcare in accordance with the law and proposals for the regulation of telemedicine de lege ferenda.

A managerial perspective on omnichannel e-customer

2020 ◽  
pp. 5-17
Author(s):  
Maria Teresa Cuomo ◽  
Francesca Ceruti ◽  
Alice Mazzucchelli ◽  
Alex Giordano ◽  
Debora Tortora
Keyword(s):  
Social Networks ◽  
Social Media ◽  
Empirical Analysis ◽  
Customer Experience ◽  
Tourism Industry ◽  
Point Of View ◽  
Social Commerce ◽  
Social Dimensions ◽  
Offline Channels ◽  
Managerial Perspective

The actual omnichannel customer uses indifferently both online and offline channels to express himself through consumption, which increasingly blends personal, cultural and social dimensions. In this perspective social media and social networks are able to assist e-retailers in their effort of creating a total e-customer experience, especially in the tourism industry, trying to satisfy their clients from the relational and commercial point of view. By means of an empirical analysis where managers were interviewed on the topic and its degree of application in the firms, the paper underlines how from the managerial point of view, that represents a new prospect on the topic, the expected shift from e-commerce to social commerce paradigm, facilitating the selling and buying of products and services by using various internet features, is nowadays not completely understood and realized.

Influence of social media marketing towards purchase of residential property

2019 ◽  
Vol 118 (6) ◽  
pp. 145-149
Author(s):  
A. Ekanthalingam ◽  
Dr. A. Gopinath
Keyword(s):  
Social Media ◽  
High Speed ◽  
Word Of Mouth ◽  
Marketing Strategies ◽  
Social Media Marketing ◽  
Purchase Decision ◽  
Residential Property ◽  
Customer Delight ◽  
The Right ◽  
Potential Customers

‘Marketing’ is not just an activity. It is a process, a philosophy and a phenomenon. The evolution of marketing has produced tremendous benefits to business and end consumers. The innovation in this field has been steady and yet at high speed. From ‘word of mouth advertising’ which was the only option earlier we are now at the mercy of what consumers are sharing about their experience on the internet. Social Media has become more powerful than what we think and this article shows how we can leverage this to benefit the top-line and customer delight. We dive deep to understand the influence Social Media can create towards purchase of residential property. As much complex it is to make the purchase decision of a property, it is equally difficult for marketers to send the right message to their target audience. Through this article, we are trying to see how marketers have transformed their traditional marketing strategies to address the needs of the millennial population, who are the most potential customers for property purchase.

scholarly journals Location of Biorefineries Based on Olive-Derived Biomass in Andalusia, Spain

Energies ◽  
2021 ◽  
Vol 14 (11) ◽  
pp. 3052
Author(s):  
Diego Cardoza ◽  
Inmaculada Romero ◽  
Teresa Martínez ◽  
Encarnación Ruiz ◽  
Francisco J. Gallego ◽  
...  
Keyword(s):  
Rural Areas ◽  
Raw Materials ◽  
Value Added ◽  
Olive Tree ◽  
Point Of View ◽  
Industrial Wastes ◽  
Olive Pomace ◽  
Crop Fields ◽  
Lignocellulosic Feedstock ◽  
Olive Stones

A biorefinery integrated process based on lignocellulosic feedstock is especially interesting in rural areas with a high density of agricultural and agro-industrial wastes, which is the case for olive crop areas and their associated industries. In the region of Andalusia, in the south of Spain, the provinces of Jaén, Córdoba and Seville accumulate more than 70% of the olive wastes generated in Spain. Therefore, the valorisation of these wastes is a matter of interest from both an environmental and a social point of view. The olive biorefinery involves a multi-product process from different raw materials: olive leaves, exhausted olive pomace, olive stones and olive tree pruning residues. Biorefinery processes associated with these wastes would allow their valorisation to produce bioenergy and high value-added renewable products. In this work, using geographic information system tools, the biomass from olive crop fields, mills and olive pomace-extracting industries, where these wastes are generated, was determined and quantified in the study area. In addition, the vulnerability of the territory was evaluated through an environmental and territorial analysis that allowed for the determination of the reception capacity of the study area. Then, information layers corresponding to the availability of the four biomass wastes, and layers corresponding to the environmental fragility of the study area were overlapped and they resulted in an overall map. This made it possible to identify the best areas for the implementation of the biorefineries based on olive-derived biomass. Finally, as an example, three zones were selected for this purpose. These locations corresponded to low fragility areas with a high availability of biomass (more than 300,000 tons/year) in a 30 km radius, which would ensure the biomass supply.

scholarly journals Systematic Performance Comparison of (Duobinary)-PAM-2,4 Signaling under Light and Strong Opto-Electronic Bandwidth Conditions

Photonics ◽  
2021 ◽  
Vol 8 (3) ◽  
pp. 81
Author(s):  
Ramón Gutiérrez-Castrejón ◽  
Md Ghulam Saber ◽  
Md Samiul Alam ◽  
Zhenping Xing ◽  
Eslam El-Fiky ◽  
...  
Keyword(s):  
Optical Networks ◽  
High Speed ◽  
Performance Comparison ◽  
Sampling Point ◽  
Bit Rate ◽  
Performance Limits ◽  
Specific System ◽  
Rate System ◽  
Modulation Formats ◽  
Modulation Format

We present a systematic comparison of PAM-2 (NRZ), Duobinary-PAM-2, PAM-4, and Duobinary-PAM-4 (duo-quaternary) signaling in the context of short-reach photonic communications systems using a Mach–Zehnder modulator as transmitter. The effect on system performance with a relaxed and constrained system’s opto-electronic bandwidth is analyzed for bit rates ranging from 20 to 116 Gb/s. In contrast to previous analyses, our approach employs the same experimental and simulation conditions for all modulation formats. Consequently, we were able to confidently determine the performance limits of each format for particular values of bit rate, system bandwidth, transmitter chirp, and fiber dispersion. We demonstrate that Duobinary-PAM-4 is a good signaling choice only for bandwidth-limited systems operating at relatively high speed. Otherwise, PAM-4 represents a more sensible choice. Moreover, our analysis put forward the existence of transition points: specific bit rate values where the BER versus bit rate curves for two different formats cross each other. They indicate the bit rate values where, for specific system conditions, switching from one modulation to another guarantees optimum performance. Their existence naturally led to the proposal of a format-selective transceiver, a component that, according to network conditions, operates with the most adequate modulation format. Since all analyzed modulations share similar implementation details, signaling switching is achieved by simply changing the sampling point and threshold count at the receiver, bringing flexibility to IM/DD-based optical networks.

scholarly journals Affordances-Based Brand Relations: An Inquire on Memetic Brands on Instagram

2021 ◽  
Vol 7 (2) ◽  
pp. 205630512110213
Author(s):  
Alessandro Caliandro ◽  
Guido Anselmi
Keyword(s):  
Social Media ◽  
Point Of View ◽  
Brand Communities ◽  
Empirical Results ◽  
Global Brands ◽  
Technical Architecture ◽  
Social Media Platforms ◽  
Compositional Changes

In this article, we argue that, in an era of platformization of culture, social media users tend to relate with brands through modalities that are more informed by platforms’ affordances (i.e., by the technical architecture of and participatory cultures thriving on social media platforms), rather than shared systems of values and meanings promulgated within brand communities or influencers’ fandoms. Our argument grounds on an analysis of 757,776 Instagram posts related to six global brands, through which we show how users create branded content by following and reproducing a memetic logic. Drawing on our empirical results and Limor Shifman’s theory of Internet memes, we introduce the notion of memetic brands. Memetic brands are collections of branded social media posts, which derive from a standard branded template that repeats from user to user with small compositional changes at every iteration and on top of which users attach expressions of their vernacular creativity. In the process, memetic brands vehiculate a hypersignification, that is, an implicit discourse on fluid and situational consumption. Through the concepts of affordances-based brand relations and memetic brands, the article contributes (from a theoretical and methodological point of view) to the emerging literature on platformization of culture.

Comparison of the reluctance laminated and solid rotor synchronous machine operating at high temperatures

2019 ◽  
Vol 38 (4) ◽  
pp. 1111-1119 ◽  
Author(s):  
Marcin Lefik ◽  
Krzysztof Komeza ◽  
Ewa Napieralska-Juszczak ◽  
Daniel Roger ◽  
Piotr Andrzej Napieralski
Keyword(s):  
High Speed ◽  
Design Methodology ◽  
Three Dimensional ◽  
Synchronous Machine ◽  
Point Of View ◽  
Heat Sources ◽  
Model Calculations ◽  
Content Type ◽  
Thermal Phenomenon ◽  
Practical Implications

Purpose The purpose of this paper is to present a comparison between reluctance synchronous machine-enabling work at high internal temperature (HT° machine) with laminated and solid rotor. Design/methodology/approach To obtain heat sources for the thermal model, calculations of the electromagnetic field were made using the Opera 3D program including effect of rotation and the resulting eddy current losses. To analyse the thermal phenomenon, the 3D coupled thermal-fluid (CFD) model is used. Findings The presented results show clearly that laminated construction is much better from a point of view of efficiency and temperature. However, solid construction can be interesting for high speed machines due to their mechanical robustness. Research limitations/implications The main problem, despite the use of parallel calculations, is the long calculation time. Practical implications The obtained simulation and experimental results show the possibility of building a machine operating at a much higher ambient temperature than it was previously produced for example in the vicinity of the aircraft turbines. Originality/value The paper presents the application of fully three-dimensional coupled electromagnetic and thermal analysis of new machine constructions designed for elevated temperature.

scholarly journals Defining user risk in social networking services

2015 ◽  
Vol 67 (1) ◽  
pp. 94-115 ◽  
Author(s):  
David Haynes ◽  
Lyn Robinson
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Personal Data ◽  
Sample Survey ◽  
Policy Makers ◽  
Social Networking Services ◽  
Content Type ◽  
The Uk ◽  
Purposive Sample ◽  
Risk Categories

Purpose – The purpose of this paper is to identify the risks faced by users of online social networking services (SNSs) in the UK and to develop a typology of risk that can be used to assess regulatory effectiveness. Design/methodology/approach – An initial investigation of the literature revealed no detailed taxonomies of risk in this area. Existing taxonomies were reviewed and merged with categories identified in a pilot survey and expanded in purposive sample survey directed at the library and information services (LIS) community in the UK. Findings – Analysis of the relationships between different risk categories yielded a grouping of risks by their consequences. This aligns with one of the objectives of regulation, which is to mitigate risks. Research limitations/implications – This research offers a tool for evaluation of different modes of regulation of social media. Practical implications – Awareness of the risks associated with use of online SNSs and wider social media contributes to the work of LIS professionals in their roles as: educators; intermediaries; and users of social media. An understanding of risk also informs the work of policy makers and legislators responsible for regulating access to personal data. Originality/value – A risk-based view of regulation of personal data on social media has not been attempted in such a comprehensive way before.

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