Research
Appointments
33rd Annual Conference on Innovative Applications of Artificial Intelligence, collocated with AAAI2021 [Programme Committee Member]
Royal Society Open Science: [Ad hoc Reviewer]
The Journal of Network Theory in Finance [Ad hoc Reviewer]
Science Advances, AAAS [Ad hoc Reviewer]
International Journal of Data Science and Analytics (JDSA) [Ad hoc Reviewer]
PLoS ONE [Ad hoc Reviewer]
Journal of Commodity Markets [Ad hoc Reviewer]
Handbook of Sentiment Analysis in Finance. Mitra, G. and Yu, X. [Ad hoc Reviewer]
Publications
Thársis T. P. Souza, Douglas Castilho, Soong Moon Kang, Joao Gama, and Andre C. P. L. F. de Carvalho
Forecasting Financial Market Structure from Network Features using Machine Learning e-print: http://arxiv.org/abs/2110.11751
[BibTeX] [PDF]@misc{2021arXiv211011751, author = {Th\'{a}rsis T. P. Souza, Douglas Castilho, Soong Moon Kang, Jo\~{a}o Gama and Andr\'{e} C. P. L. F. de Carvalho}, title = {Forecasting Financial Market Structure from Network Features using Machine Learning}, journal = {ArXiv e-prints}, archivePrefix = "arXiv", eprint = {2110.11751}, primaryClass = "q-fin.CP", year = 2021, month = oct, Howpublished = {arXiv preprint. http://arxiv.org/abs/2110.1175} }
Thársis T. P. Souza and T. Aste
Predicting future stock market structure by combining social and financial network information Physica A: Statistical Mechanics and its Applications, Volume 535, 2019, 122343, ISSN 0378-4371
[BibTeX] [PDF]@article{SOUZA2019122343, title = "Predicting future stock market structure by combining social and financial network information", journal = "Physica A: Statistical Mechanics and its Applications", volume = "535", pages = "122343", year = "2019", issn = "0378-4371", doi = "https://doi.org/10.1016/j.physa.2019.122343", url = "http://www.sciencedirect.com/science/article/pii/S0378437119313500", author = "Tharsis T.P. Souza and Tomaso Aste" }
Jonathan Manfield, Derek Lukacsko and Thársis T. P. Souza
Bull Bear Balance: A Cluster Analysis of Socially Informed Financial Volatility IEEE Proceedings of Computing Conference 2017. London, UK. e-print: arxiv.org/abs/1508.03981
[BibTeX] [PDF]@INPROCEEDINGS{8252134, author={J. Manfield and D. Lukacsko and T. T. P. Souza}, booktitle={2017 Computing Conference}, title={Bull bear balance: A cluster analysis of socially informed financial volatility}, year={2017}, volume={}, number={}, pages={421-428}, doi={10.1109/SAI.2017.8252134}, ISSN={}, month={July},}
Leno Rocha, Frederico Rocha and Thársis T. P. Souza
Is the public sector of your country a diffusion borrower? Empirical evidence from Brazil PloS one 12.10 (2017): e0185257. e-print: arxiv.org/abs/1604.07782
[BibTeX] [PDF]@article{rocha2017public, title={Is the public sector of your country a diffusion borrower? Empirical evidence from Brazil}, author={Rocha, Leno S and Rocha, Frederico SA and Souza, Th\'{a}rsis T. P.}, journal={PloS one}, volume={12}, number={10}, pages={e0185257}, year={2017}, publisher={Public Library of Science} }
Thársis T. P. Souza and T. Aste
A nonlinear impact: evidences of causal effects of social media on market prices. e-print: http://arxiv.org/abs/1601.04535
[BibTeX] [PDF]@misc{2016arXiv160104535S, author = {Th\'{a}rsis T. P. Souza and T. Aste}, title = {A nonlinear impact: evidences of causal effects of social media on market prices}, journal = {ArXiv e-prints}, archivePrefix = "arXiv", eprint = {1601.04535}, primaryClass = "q-fin.ST", year = 2016, month = jan, Howpublished = {arXiv preprint. http://arxiv.org/abs/1601.04535} }
O. Kolchyna and Thársis T. P. Souza and Philip C. Trealaven and T. Aste
A Framework for Twitter Events Detection, Differentiation and its Application for Retail Brands. IEEE Proceedings of Future Technologies Conference 2016. San Francisco, United States. e-print: arxiv.org/abs/1508.03981
[BibTeX] [PDF]@inproceedings{kolchyna2016framework, title={A framework for Twitter events detection, differentiation and its application for retail brands}, author={Kolchyna, Olga and Souza, Th\'{a}rsis TP and Treleaven, Philip C and Aste, Tomaso}, booktitle={Future Technologies Conference (FTC)}, pages={323--331}, year={2016}, organization={IEEE} }
Thársis T. P. Souza and Olga Kolchyna and Philip C. Trealaven and T. Aste
Twitter Sentiment Analysis Applied to Finance: A Case Study in the Retail Industry. In: Handbook of Sentiment Analysis in Finance. Mitra, G. and Yu, X. (Eds.). (2016). ISBN 1910571571., 2016. e-print: arxiv.org/abs/1507.00784
[BibTeX] [PDF]@incollection{A1, author = {Th\'{a}rsis T. P. Souza and Olga Kolchyna and Philip Treleaven and Tomaso Aste}, title = "Twitter Sentiment Analysis Applied to Finance: A Case Study in the Retail Industry", editor = "Gautam Mitra and Xiang Yu", booktitle = "Handbook of Sentiment Analysis in Finance", year = 2016, chapter = 23 }
O. Kolchyna and Thársis T. P. Souza and Philip C. Trealaven and T. Aste
Twitter Sentiment Analysis: Lexicon Method, Machine Learning Method and Their Combination. In: Handbook of Sentiment Analysis in Finance. Mitra, G. and Yu, X. (Eds.). (2016). ISBN 1910571571., 2016. e-print: arxiv.org/abs/1507.00955
[BibTeX] [PDF]@incollection{A3, author = {Olga Kolchyna and Th\'{a}rsis T. P. Souza and Philip Treleaven and Tomaso Aste}, title = {Twitter Sentiment Analysis: Lexicon Method, Machine Learning Method and Their Combination}, editor = "Gautam Mitra and Xiang Yu", booktitle = "Handbook of Sentiment Analysis in Finance", year = 2016, chapter = 5 }
Dissertation Supervision
Jiang Liu. STRUCTURE OF THE OPERATIONAL RISK CAPITAL MODEL OF MARKET MANIPULATION SCENARIO UNDER THE FCA. 2015. Masters Dissertation in Financial Risk Management - University College London.
Jinru Li. CORPORATE AND BANK HEDGING STRATEGIES FOR USDCNH FOREIGN EXCHANGE RISK EXPOSURES. 2015. Masters Dissertation in Financial Risk Management - University College London.
Chen Wang. A QUALITATIVE RESEARCH ON CORRELATIONS BETWEEN MACROENVIRONMENT FACTORS AND CURRENCY VALUE OF AUSTRALIAN DOLLARS. 2015. Masters Dissertation in Financial Risk Management - University College London.
Vasile Coreni. ANALYSING THE CO-MOVEMENTS OF FINANCIAL NEWS AND STOCK MARKETS. 2015. Masters Dissertation in Financial Risk Management - University College London.