GANs for Synthetic Data Generation: Advancements and Challenges using Machine Learning
Generative Adversarial Networks (GANs) have emerged as a powerful tool for addressing data scarcity and privacy concerns in various domains such as healthcare, finance, and security. This paper provides a comprehensive overview of GANs and their applications in synthetic data generation. We discuss the importance of synthetic data, the challenges associated with its generation, and techniques for improving GAN performance. Through case studies and experiments, we demonstrate the effectiveness of GANs in generating realistic and diverse synthetic data. We also examine ethical considerations surrounding the use of synthetic data and outline future directions and challenges in this rapidly evolving field. Overall, this paper highlights the potential of GANs to revolutionize data generation and addresses key considerations for their responsible deployment in sensitive domains.
Published by: Keerthana V, Dr. S. Boopathi Raja
Author: Keerthana V
Paper ID: V10I1-1234
Paper Status: published
Published: March 6, 2024
Leveraging Social Media for Business Growth: Exploring Strategies and Impacts
Social media has become a pivotal tool for businesses, reshaping communication paradigms and offering multifaceted opportunities for growth. This paper explores the strategies and impacts of leveraging social media for business expansion. It delves into the advantages of social media marketing campaigns, including affordability, enhanced communication channels, rapid feedback systems, and increased brand awareness. Additionally, the role and impact of influencers in brand marketing are examined, emphasizing their ability to shape consumer behavior and drive engagement. The paper also outlines strategic approaches to enhance the effectiveness of social media marketing campaigns, including clearly defining campaign goals, understanding target audiences, and analyzing data for optimization. Case studies exemplify successful social media campaigns, showcasing how businesses have capitalized on platforms like Twitter and Reddit to foster consumer interest and participation. Furthermore, the paper addresses the disadvantages and risks associated with social media, such as content saturation, investment requirements, and security concerns. Despite challenges, the paper concludes that the benefits of social media for business growth outweigh the drawbacks, emphasizing its indispensable role in modern marketing strategies. It underscores the transformative potential of social media to enhance brand visibility, foster meaningful connections with audiences, and drive innovation in the dynamic landscape of contemporary business.
Published by: Samarth Dhanuka
Author: Samarth Dhanuka
Paper ID: V10I1-1225
Paper Status: published
Published: March 6, 2024
The Utilization of Human Psychology by Multinational Corporations in Targeting Specific Audiences through Advertisements
This paper investigates the intricate strategies employed by multinational corporations (MNCs) to harness human psychology in advertising campaigns aimed at specific target audiences. Through an analysis of various psychological factors, including emotional appeal, social proof, scarcity and urgency, color psychology, cognitive biases, storytelling, personalization, neuromarketing techniques, and behavioral economics, the study examines how MNCs have evolved their marketing methodologies to integrate psychological principles. By delving into empirical examples and theoretical frameworks, the research illuminates the symbiotic relationship between economics and psychology in modern marketing strategies, highlighting how leveraging psychology as an asset can enhance profitability and foster business expansion for MNCs.
Published by: Deepak J. Bora
Author: Deepak J. Bora
Paper ID: V10I1-1227
Paper Status: published
Published: March 6, 2024
Women’s participation in STEM from 1900s to 2000s
This research paper examines the historical trajectory of women's participation in STEM fields, focusing on Mathematics and Sciences from the 1900s to the 2000s. It analyzes data across various stages of women's educational and professional lives, highlighting prevalent barriers such as biases and stereotypes. Case studies are utilized to illustrate these barriers, along with proposed methods to address them.
Published by: Mananya Dey
Author: Mananya Dey
Paper ID: V10I1-1228
Paper Status: published
Published: March 6, 2024
Advantages and Disadvantages of Consumer Psychology: A Critical Analysis
Consumer psychology is a dynamic field that delves into the intricate interplay of human cognition, emotions, and perceptions within the context of consumer behavior. This paper critically analyzes the advantages and disadvantages of consumer psychology in shaping marketing strategies and influencing consumer decision-making processes. The advantages of consumer psychology include its capacity to facilitate consumer differentiation, tailor marketing strategies to specific target audiences, anticipate market trends, and prioritize customer service. By understanding consumer behavior and preferences, businesses can enhance consumer engagement, foster brand loyalty, and gain a competitive edge in the marketplace. However, consumer psychology also presents challenges and limitations. Concerns such as the prevalence of fear of missing out (FOMO), overlooking broader sociocultural influences, and ethical considerations regarding privacy and manipulation need to be addressed. Marketers must navigate these challenges ethically and responsibly to maintain consumer trust and build enduring brand-consumer relationships. The paper emphasizes the importance of integrating consumer psychology into marketing strategies through personalized outreach, emotional bonding, and understanding cognitive biases. By leveraging insights from consumer psychology, businesses can craft resonant and impactful marketing campaigns that foster meaningful connections with their target audiences. Consumer psychology offers valuable insights into consumer behavior and decision-making processes, empowering businesses to adapt and thrive in the ever-evolving marketplace. By acknowledging its advantages and addressing its limitations, marketers can harness the transformative potential of consumer psychology to drive sustainable business growth and enhance consumer experiences.
Published by: Khushi Puniani
Author: Khushi Puniani
Paper ID: V10I1-1226
Paper Status: published
Published: February 28, 2024
Machine learning approach to detect malicious URL using XGBoost algorithm
There are over a billion websites today for the people to visit. People uses the websites to make their works easy but there is a high chance to fall the phishing domain over the internet that inject malware to the client’s system or trick them to get their personal details. We will discuss about the machine learning method to classify these URLs in order to prevent people from visiting malicious URLs and improve the security of surfing over the internet. XGBoost algorithm and its performance has been discussed and how it uses the several features of URL to classify and detect the malicious URLs.
Published by: Dev Kumar, E. Deepan Kumar, Aarya D. Roy, Aftab Alam, Harsh Vardhan
Author: Dev Kumar
Paper ID: V9I6-1162
Paper Status: published
Published: February 27, 2024
