By Dr Balamurugan Soundararaj

Book Chapters

Ng M; Soundararaj B; Pettit C, 2022, 'Digital Transformations in Planning: An Australian Context', in Mori H; Yoshida T; Anttiroiko A-V (ed.), City, Public Value, and Capitalism New Urban Visions and Public Strategies, Northwestern Roberta Buffett Institute for Global Affairs, Evanston, Illinois, pp. 221 - 237, http://dx.doi.org/10.21985/n2-w74g-x218

Soundararaj B; Murcio R; Lugomer K, 2018, 'Movements in Cities: Footfall and its Spatio-Temporal Distribution', in Longley P; Cheshire J; SIngleton A (ed.), Consumer Data Research, UCL Press, pp. 84 - 95, http://dx.doi.org/10.2307/j.ctvqhsn6.9

Journal articles

Yu D; Li Q; Soundararaj B; Pettit C; Xu G, 2026, 'A Survey of Causal Learning in Graph-Based Recommender Systems', ACM Computing Surveys, http://dx.doi.org/10.1145/3840748

Maalsen S; Martin C; Rogers D; Wolifson P; Humphrey J; Sadowski J; Soundararaj B; Clarke A; Przhedetsky L, 2026, 'Implications of tenant data collection in housing: protecting Australian renters', AHURI Final Report, http://dx.doi.org/10.18408/ahuri7333901

Soundararaj B; Han H; Pettit C; Lin Y, 2025, 'Transforming urban planning through machine learning: A study on planning application classification using natural language processing', Environment and Planning B: Planning and Design, http://dx.doi.org/10.1177/23998083251369142

Murcio R; Soundararaj B, 2025, 'Trends in urban flows: A transfer entropy approach.', CoRR, abs/2501.06316

Soundararaj B; Pettit C, 2024, 'Australian property market explorer–a front-end native tool for visualizing property sales data', Architectural Science Review, 67, pp. 549 - 557, http://dx.doi.org/10.1080/00038628.2024.2369658

Debnath R; Pettit C; Soundararaj B; Shirowzhan S; Jayasekare AS, 2023, 'Usefulness of an Urban Growth Model in Creating Scenarios for City Resilience Planning: An End-User Perspective', ISPRS International Journal of Geo Information, 12, pp. 311, http://dx.doi.org/10.3390/ijgi12080311

Soundararaj B; Pettit C; Lock O, 2022, 'Using Real-Time Dashboards to Monitor the Impact of Disruptive Events on Real Estate Market. Case of COVID-19 Pandemic in Australia', Computational Urban Science, 2, pp. 14, http://dx.doi.org/10.1007/s43762-022-00044-z

Zare P; Pettit C; Leao S; Gudes O; Soundararaj B; Zarpelon Leao S, 2022, 'Geo-Design in Planning for Bicycling: An Evidence-Based Approach for Collaborative Bicycling Planning', Land, 11, pp. 1943, http://dx.doi.org/10.3390/land11111943

Aleksandrov M; Barton J; Pettit C; Soundararaj B; Zlatanova S, 2022, 'Towards A Virtual Planning Support Theatre for City Planning and Design', ISPRS Annals of the Photogrammetry Remote Sensing and Spatial Information Sciences, 10, pp. 5 - 12, http://dx.doi.org/10.5194/isprs-annals-X-4-W2-2022-5-2022

Trasberg T; Soundararaj B; Cheshire J, 2021, 'Using Wi-Fi probe requests from mobile phones to quantify the impact of pedestrian flows on retail turnover', Computers Environment and Urban Systems, 87, http://dx.doi.org/10.1016/j.compenvurbsys.2021.101601

Soundararaj B; Cheshire J; Longley P, 2020, 'Estimating real-time high-street footfall from Wi-Fi probe requests', International Journal of Geographical Information Science, 34, pp. 325 - 343, http://dx.doi.org/10.1080/13658816.2019.1587616

Pryke S; Badi S; Almadhoob H; Soundararaj B; Addyman S, 2018, 'Self-Organizing Networks in Complex Infrastructure Projects', Project Management Journal, 49, pp. 18 - 41, http://dx.doi.org/10.1177/875697281804900202

Conference Papers

Soundararaj B; Pettit C, 2021, 'USING EYE-TRACKING to SUPPORT BIG DATA DRIVEN PROPERTY VALUATION TOOLS', in International Archives of the Photogrammetry Remote Sensing and Spatial Information Sciences ISPRS Archives, pp. 111 - 114, http://dx.doi.org/10.5194/isprs-archives-XLVI-4-W1-2021-111-2021

Reports

Clarke A; Maalsen S; Daniel C; Floreani S; Humphry J; Martin C; Przhedetsky L; Rogers D; Sadowski J; Soundararaj B; Wolifson P, 2026, Implications of tenant data collection in housing: protecting Australian renters, Australian Housing and Research Institute Limited, Melbourne, 454, http://dx.doi.org/10.18408/ahuri7333901, https://www.ahuri.edu.au/sites/default/files/documents/2026-01/AHURI-Final-Report-454-Implications-of-tenant-data-collection-in-housing_protecting-Australian-renters_.pdf

Maalsen S; Clarke A; Daniel C; Floreani S; Humphry J; Martin C; Przhedetsky L; Rogers D; Sadowski J; Soundararaj B; Wolifson P, 2026, Implications of tenant data collection in housing: protecting Australian renters, Australian Urban Housing and Research Institute Limited, Melbourne, 454, http://dx.doi.org/10.18408/ahuri7333901, https://www.ahuri.edu.au/sites/default/files/documents/2026-01/AHURI-Final-Report-454-Implications-of-tenant-data-collection-in-housing_protecting-Australian-renters_.pdf

Soundararaj B; Chyi Lin L; Christopher P; Ali S; Mohammed H; Pettit C; Lee CL, 2023, Towards understanding the dynamics of the Regional Property markets of Australia, http://dx.doi.org/10.26190/unsworks/28707, https://www.api.org.au/apref/apref-research/towards-understanding-the-dynamics-of-the-regional-property-markets-of-australia/

van den Nouwelant R; Troy L; Soundararaj B, 2022, Quantifying Australia’s unmet housing need: a national snapshot

van den Nouwelant R; Troy L; Soundararaj B, 2022, Quantifying Australia’s unmet housing need: Regional snapshots, https://www.unsw.edu.au/content/dam/pdfs/ada/city-futures/CHIA-housing-need-regional-snapshots-v1.3.pdf

Patents

Pettit C; Randolph B; Han H; Lee CL; Shi Y; Ng M; Soundararaj B; Lu Y; Gao Q; Jayasekare A, 2022, Digital models and tools for valuation of land and property, Patent No.

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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