Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature

Randika K. Makumbura; Lakindu Mampitiya; Namal Rathnayake; D.P.P. Meddage; Shagufta Henna; Tuan Linh Dang; Yukinobu Hoshino; Upaka Rathnayake

doi:10.1016/j.rineng.2024.102831

Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature

Randika K. Makumbura, Lakindu Mampitiya, Namal Rathnayake, D.P.P. Meddage, Shagufta Henna, Tuan Linh Dang, Yukinobu Hoshino, Upaka Rathnayake

Research output: Contribution to journal › Article › peer-review

Original language	Undefined/Unknown
Journal	Results in Engineering
DOIs	https://doi.org/10.1016/j.rineng.2024.102831
Publication status	Published - Sep 2024

Access to Document

10.1016/j.rineng.2024.102831

Cite this

Makumbura, R. K., Mampitiya, L., Rathnayake, N., Meddage, D. P. P., Henna, S., Dang, T. L., Hoshino, Y., & Rathnayake, U. (2024). Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature. Results in Engineering. https://doi.org/10.1016/j.rineng.2024.102831

@article{8b0e66c956764959a67f71f91a0309b7,

title = "Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature",

author = "Makumbura, {Randika K.} and Lakindu Mampitiya and Namal Rathnayake and D.P.P. Meddage and Shagufta Henna and Dang, {Tuan Linh} and Yukinobu Hoshino and Upaka Rathnayake",

year = "2024",

month = sep,

doi = "10.1016/j.rineng.2024.102831",

language = "Undefined/Unknown",

journal = "Results in Engineering",

issn = "2590-1230",

}

Makumbura, RK, Mampitiya, L, Rathnayake, N, Meddage, DPP, Henna, S, Dang, TL, Hoshino, Y & Rathnayake, U 2024, 'Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature', Results in Engineering. https://doi.org/10.1016/j.rineng.2024.102831

Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature. / Makumbura, Randika K.; Mampitiya, Lakindu; Rathnayake, Namal et al.
In: Results in Engineering, 09.2024.

Research output: Contribution to journal › Article › peer-review

TY - JOUR

T1 - Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature

AU - Makumbura, Randika K.

AU - Mampitiya, Lakindu

AU - Rathnayake, Namal

AU - Meddage, D.P.P.

AU - Henna, Shagufta

AU - Dang, Tuan Linh

AU - Hoshino, Yukinobu

AU - Rathnayake, Upaka

PY - 2024/9

Y1 - 2024/9

UR - https://doi.org/10.1016/j.rineng.2024.102831

U2 - 10.1016/j.rineng.2024.102831

DO - 10.1016/j.rineng.2024.102831

M3 - Article

SN - 2590-1230

JO - Results in Engineering

JF - Results in Engineering

ER -

Makumbura RK, Mampitiya L, Rathnayake N, Meddage DPP, Henna S, Dang TL et al. Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature. Results in Engineering. 2024 Sep. doi: 10.1016/j.rineng.2024.102831

Advancing Water Quality Assessment and Prediction Using Machine Learning Models, Coupled with Explainable Artificial Intelligence (XAI) Techniques Like Shapley Additive Explanations (SHAP) For Interpreting the Black-Box Nature

Access to Document

Other files and links

Cite this