Dissecting the hype: a study of WallStreetBets’ sentiment and network correlation on financial markets

Conference paper

Wang, K, Wong, B, Khoshkholghi, A., Shah, P., Naha, R, Mahanti, A and Kim, J 2024. Dissecting the hype: a study of WallStreetBets’ sentiment and network correlation on financial markets. 38th International Conference on Advanced Information Networking and Applications. Kitakyushu, Japan 17 - 19 Apr 2024 Springer. pp. 263-273 https://doi.org/10.1007/978-3-031-57853-3_22
TypeConference paper
TitleDissecting the hype: a study of WallStreetBets’ sentiment and network correlation on financial markets
AuthorsWang, K, Wong, B, Khoshkholghi, A., Shah, P., Naha, R, Mahanti, A and Kim, J
Abstract

The emergence of online investment communities like WallStreetBets (WSB) on Reddit has revolutionised retail trading, characterised by collaborative, meme-infused market influence. This study analyses WSB’s ecosystem, examining
how social sentiment, network structure, and user interactions impact stock volatility. Our analysis leverages sentiment analysis and network theory on millions of posts to understand community dynamics and their effectiveness in predicting stock prices. This research highlights the rising influence of social media in financial markets, especially with the recent surge in retail investors and their market impact.

Sustainable Development Goals9 Industry, innovation and infrastructure
Middlesex University ThemeSustainability
Conference38th International Conference on Advanced Information Networking and Applications
Page range263-273
Proceedings TitleAdvanced Information Networking and Applications: Proceedings of the 38th International Conference on Advanced Information Networking and Applications (AINA-2024), Volume 2
SeriesLecture Notes on Data Engineering and Communications Technologies
ISSN2367-4512
Electronic2367-4520
ISBN
Paperback9783031578526
Electronic9783031578533
PublisherSpringer
Publication dates
Online10 Apr 2024
Print03 May 2024
Publication process dates
Accepted18 Jan 2024
Completed17 Apr 2024
Deposited02 May 2024
Output statusPublished
Accepted author manuscript
File Access Level
Open
Copyright Statement

This version of the contribution has been accepted for publication, after peer review but is not the Version of Record and does not reflect post-acceptance improvements, or any corrections. The Version of Record is available online at: http://dx.doi.org/10.1007/978-3-031-57853-3_22 . Use of this Accepted Version is subject to the publisher’s Accepted Manuscript terms of use https://www.springernature.com/gp/open-research/policies/accepted-ma...

Digital Object Identifier (DOI)https://doi.org/10.1007/978-3-031-57853-3_22
Web address (URL) of conference proceedingshttps://doi.org/10.1007/978-3-031-57853-3
LanguageEnglish
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Modelling wireless sensor networks for performability evaluation
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UHEED - an unequal clustering algorithm for wireless sensor networks
Ever, E., Luchmun, R., Mostarda, L., Navarra, A. and Shah, P. 2012. UHEED - an unequal clustering algorithm for wireless sensor networks. Sensornets 2012. Rome, Italy 24 - 26 Feb 2012
Ultra-high density scanning electrical probe phase-change memory for archival storage.
Wang, L., Shah, P., Wright, C., Aziz, M., Sebastian, A., Pozidis, H. and Pauza, A. 2010. Ultra-high density scanning electrical probe phase-change memory for archival storage. International Symposium on Optical Memory. Taiwan Oct 2010
Asymmetric MAP decoding for perpendicular magnetic recording
Ahmed, M., Farhner, A. and Shah, P. 2005. Asymmetric MAP decoding for perpendicular magnetic recording. International Symposium on Physics of Magnetic Materials (ISPMM 2005). Singapore 14 - 16 Sep 2005
Novel multi-level magnetic recording using modern error correction.
Shah, P., Ahmed, M., Ambroze, M., Tjhai, C. and Davey, P. 2006. Novel multi-level magnetic recording using modern error correction. European Phase Change and Ovonic Symposium. Grenoble, France
New method for generalised PR target design for perpendicular magnetic recording
Shah, P., Ahmed, M. and Kurihara, Y. 2007. New method for generalised PR target design for perpendicular magnetic recording. The Eighth Perpendicular Magnetic Recording Conference (PMRC 2007). Tokyo International Forum, Tokyo, Japan
Optimisation of the recording and readout performance of phase-change media for scanning probe storage applications
Wright, C., Aziz, M., Wang, L. and Shah, P. 2009. Optimisation of the recording and readout performance of phase-change media for scanning probe storage applications. European Phase Change and Ovonic Symposium. Aachen, Germany Sep 2009
Towards ultra-high density scanning-probe memory using rewritable phase-change media
Wang, L., Shah, P., Wright, C. and Aziz, M. 2010. Towards ultra-high density scanning-probe memory using rewritable phase-change media. European Phase Change and Ovonic Conference. Milan, Italy 05 - 07 Sep 2010
Phase-change technologies: from PCRAM to probe-storage to processors
Wright, C., Ashawaraya, P., Ashwin, P., Aziz, M., Hicken, R., Kohary, K., Liu, Y., Marmier, A., Shah, P., Vazquez, J. and Wang, L. 2010. Phase-change technologies: from PCRAM to probe-storage to processors. European Phase Change and Ovonic Conference. Milano 05 - 07 Sep 2010
The design of rewritable ultrahigh density scanning-probe phase-change memories
Wright, C., Wang, L., Shah, P., Aziz, M., Varesi, E., Bez, R., Moroni, M. and Cazzaniga, F. 2011. The design of rewritable ultrahigh density scanning-probe phase-change memories. IEEE Transactions on Nanotechnology. 10 (4), pp. 900-912. https://doi.org/10.1109/TNANO.2010.2089638
Ultra high density scanning electrical probe phase-change memory for archival storage
Wang, L., Wright, C., Shah, P., Aziz, M., Sebastian, A., Pozidis, H. and Pauza, A. 2011. Ultra high density scanning electrical probe phase-change memory for archival storage. Japanese Journal of Applied Physics. 50 (9S1), pp. 1-2. https://doi.org/10.1143/JJAP.50.09MD04
Scanning probe memories - Technology and applications
Wright, C., Aziz, M., Shah, P. and Wang, L. 2011. Scanning probe memories - Technology and applications. Current Applied Physics. 11 (2, Supplement), pp. e104-e109. https://doi.org/10.1016/j.cap.2010.11.130
Write strategies for multiterabit per square inch scanned-probe phase-change memories
Wright, C., Shah, P., Wang, L., Aziz, M., Sebastian, A. and Pozidis, H. 2010. Write strategies for multiterabit per square inch scanned-probe phase-change memories. Applied Physics Letters. 97 (17). https://doi.org/10.1063/1.3506584
The design of re-writeable ultra-high density scanning-probe phase-change memories
Wright, C., Wang, L., Shah, P., Aziz, M., Varesi, E., Bez, R., Moroni, M. and Cazzaniga, F. 2010. The design of re-writeable ultra-high density scanning-probe phase-change memories. IEEE Transactions on Nanotechnology. https://doi.org/10.1109/TNANO.2010.2089638
Novel soft-feedback equalization method for multilevel magnetic recording
Shah, P., Ahmed, M., Ambroze, M., Tjhai, C. and Davey, P.J. 2007. Novel soft-feedback equalization method for multilevel magnetic recording. Tenth joint Magnetism and Magnetic Materials - International Magentics (MMM–INTERMAG) conference. Baltimore, Maryland, USA 07 - 11 Jan 2007 IEEE. https://doi.org/10.1109/TMAG.2007.894010