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<h2>Collaborative Human-Centric AI Systems (CRUISE)</h2>
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<p class="textjustify">
Collaborative Human-Centric AI Systems (CRUISE) Lab, led by
<a href="https://fsalim.github.io/">Prof. Flora Salim</a>,
works on machine learning for time-series, spatio-temporal
data, and multimodal sensor data, and on trustworthy AI
(including fairness, explainability, mechanistic
interpretablity) for decision making systems. Our research is
supported by the ARC, CRC, and many local and international
industry and government partners. We share our codes and some
sample datasets in in our
<a href="https://github.com/cruiseresearchgroup"
>CRUISE GitHub repository</a
>.
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<h2>CRUISE RESEARCH CAPABILITIES</h2>
<div class="row">
<ul>
<li>
Machine Learning; Unsupervised Learning; Deep Learning;
Adversarial Learning
</li>
<li>Time-series, Spatio-temporal Data</li>
<li>Analytics and Forecasting</li>
<li>Prediction + Optimization</li>
<li>Natural Language Processing</li>
<li>Mobility data science</li>
<li>On-device AI; Edge and federated learning</li>
<li>Behaviour modelling</li>
<li>Mobile and wearable sensing and AI</li>
<li>Personalization and profiling</li>
<li>Activity recognition, emotion recognition</li>
<li>Recommender systems</li>
<li>
Responsible, Ethical, Equitable AI (Fairness, Debiasing,
Transparency, Explainability)
</li>
</ul>
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<h2>Projects</h2>
</div>
<div class="col-lg-12">
<div class="row">
<ul>
<li>
<a href="https://dfco2.org.au/program_4/"
>ARC Industrial Transformation Training Centre (ITTC) for
Whole Life Design of Carbon Neutral Infrastructure (DfCO2),
UNSW Node Lead & Program Lead of Analytics, ARC 2024-2029</a
>
</li>
<li>
ARC Centre of Excellence for Automated Decision-Making and Society (ADM+S), Co-Lead of
<a href="https://www.admscentre.org.au/machines/"
> Machines Program</a> and
<a href="https://www.admscentre.org.au/mobilities/"
> Mobilities Focus area</a>
, ARC 2020-2027
</li>
<li>
<a
href="https://www.admscentre.org.au/transparent-machines-from-unpacking-bias-to-actionable-explainability/"
>Transparent Machines, ADM+S Phase 1 project</a
>
</li>
<li>
<a href="https://www.admscentre.org.au/peibo-li/"
>Explainable LLMs, ARC ADM+S PhD project</a
>
</li>
<li>
GenAISim (Generative AI Simulation in the Loop in Hybrid
Decision Making), ARC ADM+S Phase 2 project
</li>
<li>
<a href="https://research.csiro.au/dch/projects/icirn/"
>IEA/MI2.0 Grid Integrated Control of Buildings, ICIRN,
Department of Business</a
>
</li>
<li>
<a
href="https://www.csiro.au/en/research/technology-space/ai/NSF-AI-Research"
>Understanding Bias in AI Models for the Prediction of
Infectious Disease Spread, CSIRO and US National Science
Foundation (NSF)</a
>
</li>
<li>
<a
href="https://www.unsw.edu.au/news/2023/04/professor-flora-salim-wins-competitive-cisco-research-gift"
>Mobility Question Answering (Q&A) for Spatio-Temporal
Forecasting, Cisco Research</a
>
</li>
<li>
<a
href="https://www.unsw.edu.au/news/2022/09/UNSW-researchers-receive-major-funding"
>IoT Data Security and Assurance Framework for Intelligent
Transport, Cyber Security CRC & Cisco</a
>
</li>
<li>
<a
href="https://www.grants.gov.au/Ga/Show/d2ed9a5a-e9bb-4833-ba2f-085a405ec26a"
>A scalable workflow for the audio monitoring of
biodiversity across urban and remote Australia, Department
of Climate Change, Energy, the Environment and Water</a
>
</li>
<li>
<a
href="https://www.csiro.au/en/news/All/News/2023/August/Smart-buildings-project-to-cut-emissions-and-electricity-costs-in-NSW"
>The Digital Infrastructure Energy Flexibility (DIEF) pilot
project, NSW Clean Tech R&D, Commercialisation
Infrastructure Grant, NSW Government</a
>
</li>
<li>
<a
href="https://www.csiro.au/en/work-with-us/funding-programs/funding/Next-Generation-Graduates-Programs/Awarded-programs/Towards-AI-on-the-edge"
>Towards AI on the edge, Data61 NextGen Program, CSIRO,
Softbank, Aurecon</a
>
</li>
<li>
<a href="https://smartsatcrc.com/students/hira-saleem/"
>Natural Hazard prediction and damage assessment using
multimodal satellite data in self-supervised XAI model,
SmartSat CRC PhD project</a
>
</li>
<li>
Continual Learning with Multimodal Data, US ARO / US
Department of Defence
</li>
<li>
Explainable RL with Counterfactuals and Causal Reasoning, US
Airforce Research Lab
</li>
<li>
Rail Passenger Ride Comfort Modelling using In-vehicle IoT
Sensor Data, TfNSW
</li>
</ul>
</div>
<!--
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<h4><a href="/project/behaviour_analytics_of_indoor_occupants/" >Behaviour Analytics of Indoor Occupants</a></h4>
<div class="article-style">
<p>This project will deploy machine learning to human behaviour and building operational data …</p>
</div>
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<h4><a href="/project/swarming_micro-flight_data_capture/" >Swarming: Micro-flight Data Capture and Analysis</a></h4>
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<p>In response to the urgent need for more site specific and vertical environmental …</p>
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<h4><a href="/project/time-series_forecasting_and_segmentation/" >Time-series Forecasting and Segmentation</a></h4>
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<p>Today, we are faced with the increasing growth of ubiquitous sensors in various fields, …</p>
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<h4><a href="/project/multi-resolution_situation_recognition/" >Multi-resolution Situation Recognition for Urban-Aware Smart Assistant</a></h4>
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<p>This research aims to develop a framework to recognise and anticipate unforeseen emerging …</p>
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<h4><a href="/project/deep_learning_for-situation-awareness/" >Deep Learning for Situation Awareness in Airport Operations</a></h4>
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<p>This project that is funded by Northrop Grumman Corporation investigates the patterns of …</p>
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<h4><a href="/project/microsoft_rmit_cortana_intelligence_institute/" >Microsoft RMIT Cortana Intelligence Institute</a></h4>
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<p>Cortana Intelligence Institute is a co-funded initiative between Microsoft Research, …</p>
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<h4><a href="/project/monington_peninsula_smart_parking/" >Monington Peninsula Smart Parking and Amenities for High Demand Areas</a></h4>
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<p>The Mornington Peninsula Shire (MPS) will develop a Smart Technology project to address …</p>
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<h4><a href="/project/context_community_modelling/" >User Context and Community Modelling using Proximity Signals and Cyber, Physical, Social Behaviours</a></h4>
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<p>The modeling of social and mobility networks continues to gain importance in a variety of …</p>
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<div class="card-text"><i class="fas fa-newspaper"></i> A newly awarded Qatar NPRP grant on crowd monitoring for World Cup 2022 is just being announced. A PhD and postdoc position available.</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is the TPC Co-Chair of <a href='http://ubicomp.org/ubicomp2020'>ACM UbiComp 2020</a>.</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is the General Co-Chair of <a href='http://mdmconferences.org/mdm2020/'>IEEE MDM 2020</a></div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is on research leave from RMIT. She is currently on the Humboldt-Bayer Fellowship (experienced fellow / visiting prof), supported by Alexander von Humboldt Foundation and Bayer Foundation, at University of Kassel, Germany, from August 2019 to Feb 2020. <a href='https://www.humboldt-foundation.de/pls/web/pub_hn_query.humboldtianer_details?p_lang=en&p_externe_id=4480891'>More info..</a></div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is one of the invited speakers for the upcoming <a href='https://www.microsoft.com/en-us/research/event/faculty-summit-2019/#!speakers'>Microsoft Faculty Summit 2019</a></div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is a panelist for the <a href='https://www.eventbrite.com.au/e/future-of-transport-disruptorsintech-melbourne-tickets-59203474185#'>Deloitte Future of Transport panel</a> in the Disruptors in Tech Deloitte talk series, along with Charles Allen from Uber, David Somek from Deloitte Access Economics, and Andrew Lucas from AOS on 22 May 2019.</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora to give a <a href='http://www.acsw.org.au/1968'>keynote </a> at ACSW 2019 on 30th Jan 2019.</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Our new Smarter Cities and Suburbs project with Mornington Peninsula Shire is featured in <a href='https://pacetoday.com.au/rmit-research-using-sensor-technology-trial-smart-city-management/'>PACE Today</a> and <a href='https://www.heraldsun.com.au/news/victoria/hitech-monitoring-system-to-ease-traffic-under-federallyfunded-trial/news-story/f1576fcb108f0d4566040ef2bd71af45'>Herald Sun</a>.</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Flora is promoted to an Associate Professor as of 1st Jan 2019. (p.s. Deepest thanks to all my students, colleagues, collaborators, and family and friends.)</div>
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<div class="card-text"><i class="fas fa-newspaper"></i> Our new ARC Discovery Project Multi -Resolution Situation Recognition for Urban-aware Smart Assistant with Dr. Yongli Ren, Prof Cecilia Mascolo (Cambridge), and Prof Charlie Clarke (Waterloo) is awarded!</div>
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