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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Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2016. A hybrid double-threshold based cooperative spectrum sensing over fading channels. IEEE Transactions on Wireless Communications. 15 (3), pp. 1821-1834. https://doi.org/10.1109/TWC.2015.2496598
Compression-based technique for SDN using sparse-representation dictionary
Al-Jawad, A., Shah, P., Gemikonakli, O. and Trestian, R. 2016. Compression-based technique for SDN using sparse-representation dictionary. 15th IEEE/IFIP Network Operations and Management Symposium (NOMS 2016). Istanbul, Turkey 25 - 29 Apr 2016 IEEE. pp. 754-758 https://doi.org/10.1109/NOMS.2016.7502892
Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2014. Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels. in: 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communication (PIMRC) IEEE. pp. 738-742
Towards connecting people, locations and real-world events in a cellular network [conference item]
Trestian, R., Shah, P., Nguyen, H., Vien, Q., Gemikonakli, O. and Barn, B. 2015. Towards connecting people, locations and real-world events in a cellular network [conference item]. The main conference on the scientific analysis of mobile phone datasets (NetMob), Orange D4D Challenge. MIT Media Lab, USA 07 - 10 Apr 2015
Exploring Markov models for the allocation of resources for proactive handover in a mobile environment
Paranthaman, V.V., Mapp, G., Shah, P., Nguyen, H. and Ghosh, A. 2015. Exploring Markov models for the allocation of resources for proactive handover in a mobile environment. 40th Annual IEEE Conference on Local Computer Networks Conference Workshops (LCN Workshops). Clearwater Beach, FL, USA 26 - 29 Oct 2015 IEEE. pp. 855-861 https://doi.org/10.1109/LCNW.2015.7365938
BaProbSDN: A probabilistic-based QoS routing mechanism for software defined networks
Al-Jawad, A., Trestian, R., Shah, P. and Gemikonakli, O. 2015. BaProbSDN: A probabilistic-based QoS routing mechanism for software defined networks. 1st IEEE Conference on Network Softwarization (NetSoft 2015). London, United Kingdom 13 - 17 Apr 2015 IEEE. pp. 1-5 https://doi.org/10.1109/NETSOFT.2015.7116128
Exploring energy consumption issues for multimedia streaming in LTE HetNet Small Cells
Trestian, R., Vien, Q., Shah, P. and Mapp, G. 2015. Exploring energy consumption issues for multimedia streaming in LTE HetNet Small Cells. 2015 IEEE 40th Conference on Local Computer Networks (LCN 2015). Clearwater Beach, Florida, USA 26 - 29 Oct 2015 IEEE. pp. 498-501 https://doi.org/10.1109/LCN.2015.7366362
Disaster management communication networks: challenges and architecture design
Ali, K., Nguyen, H., Vien, Q. and Shah, P. 2015. Disaster management communication networks: challenges and architecture design. 2015 IEEE International Conference on Pervasive Computing and Communication Workshops (PerCom Workshops 2015). St. Louis, Missouri, USA 23 - 27 Mar 2015 IEEE. pp. 537-542 https://doi.org/10.1109/PERCOMW.2015.7134094
Non-orthogonal multiple access for wireless downlink in cloud radio access networks
Vien, Q., Ogbonna, N., Nguyen, H., Trestian, R. and Shah, P. 2015. Non-orthogonal multiple access for wireless downlink in cloud radio access networks. 21th European Wireless Conference. Budapest, Hungary 20 - 22 May 2015 VDE. pp. 434-439
Packet arrival analysis in wireless sensor networks
Doddapaneni, K., Shah, P., Ever, E., Tasiran, A., Omondi, F., Mostarda, L. and Gemikonakli, O. 2015. Packet arrival analysis in wireless sensor networks. IEEE 29th International Conference on Advanced Information Networking and Applications Workshops (WAINA), 2015. Gwangiu, South Korea 24 - 27 Mar 2015 IEEE. pp. 164-169 https://doi.org/10.1109/WAINA.2015.101
A framework for energy based performability models for wireless sensor networks
Omondi, F., Shah, P., Gemikonakli, O. and Ever, E. 2015. A framework for energy based performability models for wireless sensor networks. IEEE 29th International Conference on Advanced Information Networking and Applications Workshops (WAINA-2015). Gwangju, South Korea 24 - 27 Mar 2015 IEEE. pp. 175-180 https://doi.org/10.1109/WAINA.2015.111
Low complexity sub-block perceptual distortion assessment for mode decision and rate-control
Joshi, Y., Loo, J., Shah, P., Rahman, S. and Tasiran, A. 2015. Low complexity sub-block perceptual distortion assessment for mode decision and rate-control. 10th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting. Ghent, Belgium 17 - 19 Jun 2015 IEEE. pp. 1-9 https://doi.org/10.1109/BMSB.2015.7177262
Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels
Vien, Q., Nguyen, H., Trestian, R., Shah, P. and Gemikonakli, O. 2014. Performance analysis of cooperative spectrum sensing for cognitive wireless radio networks over Nakagami-m fading channels. 2014 IEEE 25th Annual International Symposium on Personal, Indoor, and Mobile Radio Communications (PIMRC). Washington DC, DC, USA 02 - 05 Sep 2014 IEEE. pp. 738-742 https://doi.org/10.1109/PIMRC.2014.7136262
On demand multicast routing in wireless sensor networks
Sule, C., Shah, P., Doddapaneni, K., Gemikonakli, O. and Ever, E. 2014. On demand multicast routing in wireless sensor networks. Advanced Information Networking and Applications Workshops (WAINA 2014). Victoria, BC, Canada 13 - 16 May 2014 Institute of Electrical and Electronics Engineers (IEEE). pp. 233-238 https://doi.org/10.1109/WAINA.2014.47
Deployment challenges and developments in wireless sensor networks clustering
Doddapaneni, K., Omondi, F., Ever, E., Shah, P., Gemikonakli, O. and Gagliardi, R. 2014. Deployment challenges and developments in wireless sensor networks clustering. Advanced Information Networking and Applications Workshops (WAINA), 2014 28th International Conference on. Victoria, Canada 13 - 16 May 2014 IEEE. pp. 227-232 https://doi.org/10.1109/WAINA.2014.46
Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks
Vien, Q., Nguyen, H., Shah, P., Ever, E. and To, D. 2014. Relay selection for efficient HARQ-IR protocols in relay-assisted multisource multicast networks. IEEE 79th Vehicular Technology Conference: VTC2014-Spring. Seoul, Korea (South) 18 - 21 May 2014 IEEE. pp. 1-5 https://doi.org/10.1109/VTCSpring.2014.7023073
A novel low complexity local hybrid pseudo-SSIM-SATD distortion metric towards perceptual rate control
Joshi, Y., Loo, J., Shah, P., Rahman, S. and Chang, Y. 2013. A novel low complexity local hybrid pseudo-SSIM-SATD distortion metric towards perceptual rate control. 8th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting. London, UK 05 - 07 Jun 2013 IEEE. pp. 1-6 https://doi.org/10.1109/BMSB.2013.6621695
Review of standard traditional distortion metrics and a need for perceptual distortion metric at a (sub) macroblock level
Joshi, Y., Shah, P., Loo, J. and Rahman, S. 2013. Review of standard traditional distortion metrics and a need for perceptual distortion metric at a (sub) macroblock level. 8th IEEE International Symposium on Broadband Multimedia Systems and Broadcasting. London, UK 05 - 07 Jun 2013 IEEE. https://doi.org/10.1109/BMSB.2013.6621755
Modelling wireless sensor networks for performability evaluation
Omondi, F., Ever, E., Shah, P. and Gemikonakli, O. 2013. Modelling wireless sensor networks for performability evaluation. The 12th International Conference on Ad Hoc Networks and Wireless, (ADHOC-NOW 2013). Wrocław, Poland 08 - 10 Jul 2013 Springer. pp. 172-184 https://doi.org/10.1007/978-3-642-39247-4_15
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
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