TY - GEN
T1 - Facing the problem of small numbers in expert-guided modelling
T2 - 2nd International Conference on Artificial Intelligence, Computer, Data Sciences, and Applications, ACDSA 2025
AU - Garcia-Alonso, Carlos R.
AU - Diaz-Milanes, Diego
AU - Daniel, Mark
AU - Salvador-Carulla, Luis
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - This study presents a fuzzy logic-based methodology to capture and synthesize expert knowledge in urban health and planning, addressing challenges posed by small sample sizes. A fuzzy inference engine simulates expert consensus using structured semantic categories and consistency weighting. The approach is tested with variables such as fresh fish providers and postal offices in proximity to residences, analyzing their perceived impact on cardiovascular health. Results show the method's capacity to extract nuanced insights while avoiding traditional Delphi limitations.
AB - This study presents a fuzzy logic-based methodology to capture and synthesize expert knowledge in urban health and planning, addressing challenges posed by small sample sizes. A fuzzy inference engine simulates expert consensus using structured semantic categories and consistency weighting. The approach is tested with variables such as fresh fish providers and postal offices in proximity to residences, analyzing their perceived impact on cardiovascular health. Results show the method's capacity to extract nuanced insights while avoiding traditional Delphi limitations.
KW - Consensus Modelling
KW - Decision Support Systems (DSS)
KW - Expert Knowledge Elicitation
KW - Fuzzy Logic
KW - Urban Health Planning
UR - https://www.scopus.com/pages/publications/105018450661
UR - https://ieeexplore.ieee.org/xpl/conhome/11165798/proceeding
UR - https://acdsa.org/2025/home
UR - https://acdsa.org/2025/committees
U2 - 10.1109/ACDSA65407.2025.11166235
DO - 10.1109/ACDSA65407.2025.11166235
M3 - Conference contribution
AN - SCOPUS:105018450661
T3 - International Conference on Artificial Intelligence, Computer, Data Sciences, and Applications, ACDSA 2025
SP - 1
EP - 4
BT - International Conference on Artificial Intelligence, Computer, Data Sciences, and Applications, ACDSA 2025
A2 - Ekercin, Semith
A2 - Aktan, Mehmet
A2 - Gooroochurn, Mahendra
A2 - Çalışka, Cafer
A2 - Arslan, Emre
A2 - Muzahir Abbas, Syed
A2 - Dursun, Bekir
PB - IEEE, Institute of Electrical and Electronics Engineers
Y2 - 7 August 2025 through 9 August 2025
ER -