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By Dr Balamurugan Soundararaj

Preprints

Murcio R; Soundararaj B, 2025, Trends in urban flows: A transfer entropy approach, http://dx.doi.org/10.48550/arxiv.2501.06316

Thackway W; Soundararaj B; Pettit C, Demystifying planning application uncertainty: Using machine learning to predict and explain planning application assessment timeframes, http://dx.doi.org/10.31235/osf.io/prm25_v1

Maalsen S; Clarke A; Daniel C; Floreani S; Humphry J; Martin C; Przhedetsky L; Rogers D; Sadowski J; Soundararaj B; Wolifson P, Implications of tenant data collection in housing: protecting Australian renters, http://dx.doi.org/10.31235/osf.io/nj64b_v1

Lin Y; Thackway W; Soundararaj B; Eagleson S; Han H; Pettit C, Transforming Urban Planning through Machine Learning: A Study on Planning Application Classification using Natural Language Processing, http://dx.doi.org/10.31219/osf.io/fs76e


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