PRICAI 2025: Trends in Artificial Intelligence - 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, November 17-21, 2025, Proceedings, Part I

Sankalp Khanna https://orcid.org/0000-0001-6125-8871 Yi Mei 0001 Chao Qian 0001 Quan Bai 0001 Bing Xue 0001 Sankalp Khanna PRICAI 2025: Trends in Artificial Intelligence - 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, November 17-21, 2025, Proceedings, Part I PRICAI Springer 2026 Lecture Notes in Computer Science 16451 978-981-95-7074-4 978-981-95-7075-1 https://doi.org/10.1007/978-981-95-7075-1 db/conf/pricai/pricai2025-1.html Yi Mei 0001 Chao Qian 0001 Quan Bai 0001 Bing Xue 0001 Sankalp Khanna PRICAI 2025: Trends in Artificial Intelligence - 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, November 17-21, 2025, Proceedings, Part II PRICAI Springer 2026 Lecture Notes in Computer Science 16452 978-981-95-7071-3 978-981-95-7072-0 https://doi.org/10.1007/978-981-95-7072-0 db/conf/pricai/pricai2025-2.html Yi Mei 0001 Chao Qian 0001 Quan Bai 0001 Bing Xue 0001 Sankalp Khanna PRICAI 2025: Trends in Artificial Intelligence - 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, November 17-21, 2025, Proceedings, Part III PRICAI Springer 2026 Lecture Notes in Computer Science 16453 978-981-95-7077-5 978-981-95-7078-2 https://doi.org/10.1007/978-981-95-7078-2 db/conf/pricai/pricai2025-3.html Yi Mei 0001 Chao Qian 0001 Quan Bai 0001 Bing Xue 0001 Sankalp Khanna PRICAI 2025: Trends in Artificial Intelligence - 22nd Pacific Rim International Conference on Artificial Intelligence, PRICAI 2025, Wellington, New Zealand, November 17-21, 2025, Proceedings, Part IV PRICAI (4) Springer 2026 Lecture Notes in Computer Science 16454 978-981-95-7080-5 978-981-95-7081-2 https://doi.org/10.1007/978-981-95-7081-2 db/conf/pricai/pricai2025-4.html

Jessica Rahman Aida Brankovic Sankalp Khanna Machine learning model with output correction: Towards reliable bradycardia detection in neonates. 108658 2024 177 Comput. Biol. Medicine https://doi.org/10.1016/j.compbiomed.2024.108658 db/journals/cbm/cbm177.html#RahmanBK24

Aida Brankovic David Cook Jessica Rahman Sankalp Khanna Wenjie Huang Benchmarking the most popular XAI used for explaining clinical predictive models: Untrustworthy but could be useful. 2024 30 Health Informatics J. 4 https://doi.org/10.1177/14604582241304730 db/journals/hij/hij30.html#BrankovicCRKH24 streams/journals/hij

Christina J. Lauw Jessica Rahman Aida Brankovic Mark Tracy Sankalp Khanna Development of an Interactive Dashboard to Analyse Physiological Signals in the Neonatal Intensive Care Unit. 1-4 2023 EMBC https://doi.org/10.1109/EMBC40787.2023.10340576 conf/embc/2023 db/conf/embc/embc2023.html#LauwRBTK23 Jessica Rahman Aida Brankovic Mark Tracy Robert Halliday Sankalp Khanna Towards Accurate Search for Neonatal Heartbeat: Weighted Algorithm for Reliable ECG Analysis of Premature Infants. 224-228 2023 MedInfo https://doi.org/10.3233/SHTI230960 https://www.wikidata.org/entity/Q135965683 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#RahmanBTHK23 Vahid Riahi Liz Cooper-Williams Sankalp Khanna Rajiv Jayasena Innovative Implemented Tools for Outpatient Clinic Scheduling. 249-253 2023 MedInfo https://doi.org/10.3233/SHTI230965 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#RiahiCKJ23 Justin R. Boyle Hamed Hassanzadeh Sankalp Khanna Barbara Biki Faraz Syed Ellen Borkwood Lianne Sweeney Modelling Planned vs. Actual Start Time to Control the Efficiency of Surgery. 785-789 2023 MedInfo https://doi.org/10.3233/SHTI231072 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#BoyleHKBSBS23 Ibrahima Diouf John Grimes Mitchell J. O'Brien Hamed Hassanzadeh Donna Truran Hoa Ngo Parnesh Raniga Michael Lawley Denis C. Bauer David P. Hansen Sankalp Khanna Roc Reguant An Approach for Generating Realistic Australian Synthetic Healthcare Data. 820-824 2023 MedInfo https://doi.org/10.3233/SHTI231079 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#DioufGOHTNRLBHK23 Aida Brankovic Wenjie Huang David Cook Sankalp Khanna Konstanty Bialkowski Elucidating Discrepancy in Explanations of Predictive Models Developed Using EMR. 865-869 2023 MedInfo https://doi.org/10.3233/SHTI231088 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#BrankovicHCKB23 Hamed Hassanzadeh Justin R. Boyle Sankalp Khanna A Step Towards Building Health Digital Twins: Patient Phenotype Representation for Health Outcome Prediction. 1011-1015 2023 MedInfo https://doi.org/10.3233/SHTI231117 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#HassanzadehBK23 Justin R. Boyle Sankalp Khanna James Lind Emergency Department Demand and the First Year of the COVID-19 Pandemic. 1287-1291 2023 MedInfo https://doi.org/10.3233/SHTI231172 conf/medinfo/2023 db/conf/medinfo/medinfo2023.html#BoyleKL23

Aida Brankovic David Cook Jessica Rahman Wenjie Huang Sankalp Khanna Evaluation of Popular XAI Applied to Clinical Prediction Models: Can They be Trusted? 2023 abs/2306.11985 CoRR https://doi.org/10.48550/arXiv.2306.11985 db/journals/corr/corr2306.html#abs-2306-11985

Aida Brankovic Wenjie Huang David Cook Sankalp Khanna Konstanty Bialkowski Elucidating Discrepancy in Explanations of Predictive Models Developed using EMR. 2023 abs/2311.16654 CoRR https://doi.org/10.48550/arXiv.2311.16654 db/journals/corr/corr2311.html#abs-2311-16654

Hamed Hassanzadeh Justin R. Boyle Sankalp Khanna Barbara Biki Faraz Syed Daily surgery caseload prediction: towards improving operating theatre efficiency. 151 2022 22 BMC Medical Informatics Decis. Mak. 1 https://doi.org/10.1186/s12911-022-01893-8 db/journals/midm/midm22.html#HassanzadehBKBS22

Sankalp Khanna Jian Cao 0001 Quan Bai 0001 Guandong Xu PRICAI 2022: Trends in Artificial Intelligence - 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Shanghai, China, November 10-13, 2022, Proceedings, Part I PRICAI (1) Springer 2022 Lecture Notes in Computer Science 13629 978-3-031-20861-4 978-3-031-20862-1 https://doi.org/10.1007/978-3-031-20862-1 db/conf/pricai/pricai2022-1.html Sankalp Khanna Jian Cao 0001 Quan Bai 0001 Guandong Xu PRICAI 2022: Trends in Artificial Intelligence - 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Shanghai, China, November 10-13, 2022, Proceedings, Part II PRICAI (2) Springer 2022 Lecture Notes in Computer Science 13630 978-3-031-20864-5 978-3-031-20865-2 https://doi.org/10.1007/978-3-031-20865-2 db/conf/pricai/pricai2022-2.html Sankalp Khanna Jian Cao 0001 Quan Bai 0001 Guandong Xu PRICAI 2022: Trends in Artificial Intelligence - 19th Pacific Rim International Conference on Artificial Intelligence, PRICAI 2022, Shanghai, China, November 10-13, 2022, Proceedings, Part III PRICAI (3) Springer 2022 Lecture Notes in Computer Science 13631 978-3-031-20867-6 978-3-031-20868-3 https://doi.org/10.1007/978-3-031-20868-3 db/conf/pricai/pricai2022-3.html

David A. Rolls Sankalp Khanna Nicola Lloyd Andrew Reeson Rajiv Jayasena Christopher McCormick Sharon Hakkennes Before-after evaluation of patient length of stay in a rehabilitation context following implementation of an electronic patient journey board. 2020 134 Int. J. Medical Informatics https://doi.org/10.1016/j.ijmedinf.2019.104042 https://www.wikidata.org/entity/Q92121809 db/journals/ijmi/ijmi134.html#RollsKLRJMH20

Yang Xie Norm Good Sankalp Khanna Justin R. Boyle Exploratory multivariate analysis of hospital admissions data in conjunction with workforce data. 2626-2629 2017 EMBC https://doi.org/10.1109/EMBC.2017.8037396 https://www.wikidata.org/entity/Q47739270 conf/embc/2017 db/conf/embc/embc2017.html#XieGKB17 Zahra ShahabiKargar Sankalp Khanna Abdul Sattar 0001 James Lind Improved Prediction of Procedure Duration for Elective Surgery. 133-138 2017 HIC https://doi.org/10.3233/978-1-61499-783-2-133 conf/hic/2017 db/conf/hic/hic2017.html#ShahabiKargarKS17 Yang Xie Sankalp Khanna Norm Good Justin R. Boyle Weekly Hospital Workforce Data: A Data Visualisation Exercise. 153-159 2017 HIC https://doi.org/10.3233/978-1-61499-783-2-153 conf/hic/2017 db/conf/hic/hic2017.html#XieKGB17 Norm M. Good Sankalp Khanna Justin R. Boyle In-hospital mortality and the "weekend effect": Can we find the underlying causes? 336-339 2016 BHI https://doi.org/10.1109/BHI.2016.7455903 conf/bhi/2016 db/conf/bhi/bhi2016.html#GoodKB16 Sankalp Khanna Norm Good Justin R. Boyle Predicting Unpanned Return to Hospital for Chronic Disease Patients. 67-73 2016 HIC https://doi.org/10.3233/978-1-61499-666-8-67 conf/hic/2016 db/conf/hic/hic2016.html#KhannaGB16

Guido Zuccon Sankalp Khanna Anthony N. Nguyen Justin R. Boyle Matthew Hamlet Mark A. Cameron Automatic detection of tweets reporting cases of influenza like illnesses in Australia. 2015 3 Health Inf. Sci. Syst. 1 https://doi.org/10.1186/2047-2501-3-S1-S4 https://www.wikidata.org/entity/Q35247444 db/journals/hisas/hisas3.html#ZucconKNBHC15

Justin R. Boyle Kathryn Zeitz Richard Hoffman Sankalp Khanna John Beltrame Probability of Severe Adverse Events as a Function of Hospital Occupancy. 15-20 2014 18 IEEE J. Biomed. Health Informatics 1 https://doi.org/10.1109/JBHI.2013.2262053 https://www.wikidata.org/entity/Q45344747 db/journals/titb/titb18.html#BoyleZHKB14

Sankalp Khanna Justin R. Boyle Kathryn Zeitz Flexing bed stock: A hospital capacity management case study. 2718-2721 2014 EMBC https://doi.org/10.1109/EMBC.2014.6944184 https://www.wikidata.org/entity/Q41606739 conf/embc/2014 db/conf/embc/embc2014.html#KhannaBZ14 Sankalp Khanna Justin R. Boyle Norm Good Precise prediction for managing chronic disease readmissions. 2734-2737 2014 EMBC https://doi.org/10.1109/EMBC.2014.6944188 https://www.wikidata.org/entity/Q41606725 conf/embc/2014 db/conf/embc/embc2014.html#KhannaBG14 Sankalp Khanna Justin R. Boyle Norm Good James Lind Mid-term NEAT review: Analysing the improvements in hospital ED performance. 54-59 2014 HIC https://doi.org/10.3233/978-1-61499-427-5-54 conf/hic/2014 db/conf/hic/hic2014.html#KhannaBGL14 Hamish Thorburn Sankalp Khanna Justin R. Boyle Norm Good Michael Steyn Analysis of operating theatre utilisation to drive efficiency and productivity improvements. 163-168 2014 HIC https://doi.org/10.3233/978-1-61499-427-5-163 conf/hic/2014 db/conf/hic/hic2014.html#ThorburnKBGS14 Zahra ShahabiKargar Sankalp Khanna Norm Good Abdul Sattar 0001 James Lind John O'Dwyer Predicting Procedure Duration to Improve Scheduling of Elective Surgery. 998-1009 2014 PRICAI https://doi.org/10.1007/978-3-319-13560-1_86 conf/pricai/2014 db/conf/pricai/pricai2014.html#ShahabiKargarKGSLO14 Sankalp Khanna Justin R. Boyle Norm Good Simon Bugden Mark Scott Hospital level analysis to improve patient flow. 65-71 2013 HIC https://doi.org/10.3233/978-1-61499-266-0-65 conf/hic/2013 db/conf/hic/hic2013.html#KhannaBGBS13 Sankalp Khanna Christian Guttmann Abdul Sattar 0001 David P. Hansen Fernando Koch Proceedings of the Third Australasian Workshop on Artificial Intelligence in Health (AIH 2013) and the Fourth International Workshop on Collaborative Agents - Research and Development (CARE 2013) co-located with the 26th Australasian Joint Conference on Artificial Intelligence (AI 2013), Dunedin, New Zealand, December 3, 2013. AIH+CARE@AUS-AI CEUR-WS.org CEUR Workshop Proceedings 1098 2013 https://ceur-ws.org/Vol-1098 https://nbn-resolving.org/urn:nbn:de:0074-1098-4 db/conf/ausai/aih2013.html Sankalp Khanna Justin R. Boyle Norm Good James Lind Kathryn Zeitz Time based clustering for analyzing acute hospital patient flow. 5903-5906 2012 EMBC https://doi.org/10.1109/EMBC.2012.6347337 https://www.wikidata.org/entity/Q46902294 conf/embc/2012 db/conf/embc/embc2012.html#KhannaBGLZ12 Andrew Jensen Justin R. Boyle Sankalp Khanna Visualising patient flow. 77-82 2012 HIC https://doi.org/10.3233/978-1-61499-078-9-77 conf/hic/2012 db/conf/hic/hic2012.html#JensenBK12 Sankalp Khanna Justin R. Boyle Norm Good James Lind Early discharge and its effect on ED length of stay and access block. 92-98 2012 HIC https://doi.org/10.3233/978-1-61499-078-9-92 conf/hic/2012 db/conf/hic/hic2012.html#KhannaBGL12 Sankalp Khanna Justin R. Boyle Norm Good James Lind Impact of Admission and Discharge Peak Times on Hospital Overcrowding. 82-88 2011 HIC https://doi.org/10.3233/978-1-60750-791-8-82 conf/hic/2011 db/conf/hic/hic2011.html#KhannaBGL11 Sankalp Khanna Timothy William Cleaver Abdul Sattar 0001 David P. Hansen Bela Stantic Multiagent Based Scheduling of Elective Surgery. 74-89 2010 PRIMA https://doi.org/10.1007/978-3-642-25920-3_6 conf/prima/2010 db/conf/prima/prima2010.html#KhannaCSHS10 Sankalp Khanna Abdul Sattar 0001 Justin R. Boyle David P. Hansen Bela Stantic An Intelligent Approach to Surgery Scheduling. 535-550 2010 PRIMA https://doi.org/10.1007/978-3-642-25920-3_39 conf/prima/2010 db/conf/prima/prima2010.html#KhannaSBHS10 Sankalp Khanna Abdul Sattar 0001 David P. Hansen Bela Stantic An Efficient Algorithm for Solving Dynamic Complex DCOP Problems. 339-346 2009 IAT https://doi.org/10.1109/WI-IAT.2009.175 https://doi.ieeecomputersociety.org/10.1109/WI-IAT.2009.175 conf/iat/2009 db/conf/iat/iat2009.html#KhannaSHS09 Bela Stantic Sankalp Khanna John Thornton 0001 An Efficient Method for Indexing Now-relative Bitemporal data. 113-122 2004 conf/adc/2004 ADC http://crpit.scem.westernsydney.edu.au/abstracts/CRPITV27Stantic.html db/conf/adc/adc2004.html#StanticKT04 Quan Bai 0001 Denis C. Bauer John Beltrame Konstanty Bialkowski Barbara Biki Ellen Borkwood Justin R. Boyle Aida Brankovic Simon Bugden Mark A. Cameron Jian Cao 0001 Timothy William Cleaver David Cook Liz Cooper-Williams Ibrahima Diouf Norm GoodNorm M. Good John Grimes Christian Guttmann Sharon Hakkennes Robert Halliday Matthew Hamlet David P. Hansen Hamed Hassanzadeh Richard Hoffman Wenjie Huang Rajiv Jayasena Andrew Jensen Fernando Luiz KochFernando Koch Christina J. Lauw Michael Lawley James Lind Nicola Lloyd Christopher McCormick Yi Mei 0001 Hoa Ngo Anthony N. Nguyen Mitchell J. O'Brien John O'Dwyer Chao Qian 0001 Jessica Rahman Parnesh Raniga Andrew Reeson Roc Reguant Vahid Riahi David A. Rolls Abdul Sattar 0001 Mark Scott Zahra ShahabiKargar Bela Stantic Michael Steyn Lianne Sweeney Faraz Syed Hamish Thorburn John Thornton 0001 Mark Tracy Donna Truran Yang Xie Guandong Xu Bing Xue 0001 Kathryn Zeitz Guido Zuccon