Effect of recommending users and opinions on the network connectivity and idea generation process
This is experimental HTML to improve accessibility. We invite you to report rendering errors. Use Alt+Y to toggle on accessible reporting links and Alt+Shift+Y to toggle off. Learn more about this project and help improve conversions. Abstract The growing reliance on online services underscores the crucial role of recommendation systems, especially on social media platforms seeking increased user engagement. This study investigates how recommendation systems influence the impact of personal behavioral traits on social network dynamics. It explores the interplay between homophily, users’ openness to novel ideas, and recommendation-driven exposure to new opinions. Additionally, the research examines the impact of recommendation systems on the diversity of newly generated ideas, shedding light on the challenges and opportunities in designing effective systems that balance the exploration of new ideas with the risk of reinforcing biases or filtering valuable, unconventional concepts. With
Effect of recommending users and opinions on the network connectivity and idea generation process Sriniwas Pandey 1 * 1 {}^{1*} start_FLOATSUPERSCRIPT 1 * end_FLOATSUPERSCRIPT and Hiroki Sayama 1 , 2 1 2 {}^{1,2} start_FLOATSUPERSCRIPT 1 , 2 end_FLOATSUPERSCRIPT 1 1 {}^{1} start_FLOATSUPERSCRIPT 1 end_FLOATSUPERSCRIPT Binghamton Center of Complex Systems, Binghamton University, Binghamton, USA 2 2 {}^{2} start_FLOATSUPERSCRIPT 2 end_FLOATSUPERSCRIPT Faculty of Commerce, Waseda University, Japan * {}^{*} start_FLOATSUPERSCRIPT * end_FLOATSUPERSCRIPT spandey4@binghamton.edu Abstract The growin
saved by
related reading
- Generation and influence of eccentric ideas on social networksnature.com
- Opinion Dynamics: A Comprehensive Overviewar5iv.labs.arxiv.org
- Your Life is Driven by Network Effectsnfx.com
- Bridging Systems: Open problems for countering destructive divisiveness across ranking, recommenders, and governance | Knight First Amendment Instituteknightcolumbia.org
- Is Optimizing for Engagement Changing Us?medium.com
- Social influence and unfollowing accelerate the emergence of echo chambers | Journal of Computational Social Science | Springer Nature Linklink.springer.com
- Papers · Nikhil Garggargnikhil.com
- What is algorithmic amplification and why should we care? normaltech.ai
- Want better online recommendations? It takes better AI, and a human touch | The Vergetheverge.com
- Information Contagion and Echochambersaryannnaik.substack.com
- The Myth of The Algorithm: A system-level view of algorithmic amplification | Knight First Amendment Instituteknightcolumbia.org
- Going Critical — Melting Asphaltmeltingasphalt.com