Results 11 to 20 of about 25,341,143 (317)

Decoding China's new-type industrialization: Insights from an XGBoost-SHAP analysis

Journal of Cleaner Production
Yawen Lai, Guochao Wan, Xiaoxia Qin
semanticscholar   +4 more sources

Interpretable analysis of transformer winding vibration characteristics: SHAP and multi-classification feature optimization

International Journal of Electrical Power & Energy Systems
Current research on vibration-based winding looseness struggles to clearly determine the contribution of individual features to the model. This paper proposes using the distribution of the harmonic-to-fundamental frequency ratio as a feature for a 110 kV
Yongteng Sun, Hongzhong Ma
doaj   +3 more sources

Enhanced desalination with polyamide thin-film membranes using ensemble ML chemometric methods and SHAP analysis. [PDF]

RSC Adv
Addressing global freshwater scarcity requires innovative technological solutions, among which desalination through thin-film composite polyamide membranes stands out.
Usman J, Abba SI, Abdu FJ, Yogarathinam LT, Usman AG, Lawal D, Salhi B, Aljundi IH.   +7 more
europepmc   +2 more sources

Explainable Anomaly Detection Framework for Maritime Main Engine Sensor Data

Sensors, 2021
In this study, we proposed a data-driven approach to the condition monitoring of the marine engine. Although several unsupervised methods in the maritime industry have existed, the common limitation was the interpretation of the anomaly; they do not ...
Donghyun Kim, Gian Antariksa, Melia Putri Handayani, Sangbong Lee, Jihwan Lee   +4 more
doaj   +1 more source

Predicting gene expression in the human malaria parasite Plasmodium falciparum using histone modification, nucleosome positioning, and 3D localization features. [PDF]

, 2019
Empirical evidence suggests that the malaria parasite Plasmodium falciparum employs a broad range of mechanisms to regulate gene transcription throughout the organism's complex life cycle.
Cook, Kate, Le Roch, Karine G, Lu, Yang Y, Noble, William Stafford, Read, David F   +4 more
core   +2 more sources

Routine characterization and interpretation of complex alkali feldspar intergrowths [PDF]

, 2015
Almost all alkali feldspar crystals contain a rich inventory of exsolution, twin, and domain microtextures that form subsequent to crystal growth and provide a record of the thermal history of the crystal and often of its involvement in replacement ...
Fitz Gerald, John D., Lee, Martin R., Parsons, Ian   +2 more
core   +1 more source

Verifying explainability of a deep learning tissue classifier trained on RNA-seq data

Scientific Reports, 2021
For complex machine learning (ML) algorithms to gain widespread acceptance in decision making, we must be able to identify the features driving the predictions.
Melvyn Yap, Rebecca L. Johnston, Helena Foley, Samual MacDonald, Olga Kondrashova, Khoa A. Tran, Katia Nones, Lambros T. Koufariotis, Cameron Bean, John V. Pearson, Maciej Trzaskowski, Nicola Waddell   +11 more
doaj   +1 more source

On Network Science and Mutual Information for Explaining Deep Neural Networks

, 2020
In this paper, we present a new approach to interpret deep learning models. By coupling mutual information with network science, we explore how information flows through feedforward networks.
Bhardwaj, Kartikeya, Bhatt, Umang, Davis, Brian, Marculescu, Radu, Moura, José M. F.   +4 more
core   +1 more source

Soliton content with quadratic nonlinearities [PDF]

, 1999
Summary form only given. Quadratic solitons, that form through cascading in materials with second-order nonlinearities, are a topic of current intense investigation.
Artigas García, David, Mazilu, Dumitru, Mihalache, Dumitru, Pérez Torres, Juan, Torner Sabata, Lluís   +4 more
core   +3 more sources

Application of machine learning to predict delayed fecundability among women in sub-Saharan Africa

Reproduction and Fertility
Delayed fecundability, defined as trying to conceive for ≥12 months without success, is a growing global concern due to the threat of fertility rates falling below the replacement level.
Meron Asmamaw Alemayehu, Nebiyu Mekonnen Derseh, Tigist Kifle Tsegaw, Tilahun Yemanu Birhan, Banchlay Addis, Berhanie Addis Ayele, Emebet Birhanu Lealem, Eyob Akalewold Alemu, Fetlework Gubena Arage, Gebrie Getu Alemu, Getaneh Awoke Yismaw, Habtamu Abebe Getahun, Habtamu Wagnew Abuhay, Mekuriaw Nibret Aweke   +13 more
doaj   +1 more source