Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385627301> ?p ?o ?g. }
- W4385627301 endingPage "11" @default.
- W4385627301 startingPage "1" @default.
- W4385627301 abstract "Near-Infrared (NIR) spectroscopy has become an important analytical tool to perform rapid characterization of petroleum products due to its effectiveness and efficiency. However, NIR analysis is a typical small sample problem and unitary regression model under specific assumption often suffers from poor generalization ability during online implementation. Besides, the interpretability of complex machine learning models is relative incompetent to reveal the variable contribution of wavelength variables, which is significant to guarantee the model reliability in practical application. Thus, this paper proposes a novel ensemble learning algorithm to improve the poor model generalization ability caused by insufficient sample size and complex unexpected online application situations. Furthermore, the constructed model is interpreted by combining model agnostic explanation method with spectral structure knowledge and a novel reliability index is proposed to ensure model reliability in practice. The prediction performance of proposed algorithm is verified using two industrial NIR dataset. Experimental results confirm the effectiveness of proposed ensemble learning algorithm. The model interpretability as well as model reliability are guaranteed by proposed interpretation method." @default.
- W4385627301 created "2023-08-08" @default.
- W4385627301 creator A5010215964 @default.
- W4385627301 creator A5016887912 @default.
- W4385627301 creator A5042310317 @default.
- W4385627301 creator A5048267931 @default.
- W4385627301 creator A5067183406 @default.
- W4385627301 creator A5080409240 @default.
- W4385627301 creator A5085735109 @default.
- W4385627301 date "2023-01-01" @default.
- W4385627301 modified "2023-10-08" @default.
- W4385627301 title "A Novel Interpretable Ensemble Learning Method for NIR-Based Rapid Characterization of Petroleum Products" @default.
- W4385627301 cites W1795093649 @default.
- W4385627301 cites W2038387877 @default.
- W4385627301 cites W2172117040 @default.
- W4385627301 cites W2602750048 @default.
- W4385627301 cites W2789758093 @default.
- W4385627301 cites W2799365888 @default.
- W4385627301 cites W2891186800 @default.
- W4385627301 cites W2947069685 @default.
- W4385627301 cites W2967592538 @default.
- W4385627301 cites W2978836906 @default.
- W4385627301 cites W2984764063 @default.
- W4385627301 cites W2996499150 @default.
- W4385627301 cites W3004874289 @default.
- W4385627301 cites W3014817382 @default.
- W4385627301 cites W3092236920 @default.
- W4385627301 cites W3112904546 @default.
- W4385627301 cites W3154342806 @default.
- W4385627301 cites W3155394509 @default.
- W4385627301 cites W3157105831 @default.
- W4385627301 cites W3158954161 @default.
- W4385627301 cites W3165149205 @default.
- W4385627301 cites W3174749440 @default.
- W4385627301 cites W3207797468 @default.
- W4385627301 cites W4213212498 @default.
- W4385627301 cites W4294982764 @default.
- W4385627301 cites W4366386380 @default.
- W4385627301 doi "https://doi.org/10.1109/tim.2023.3302910" @default.
- W4385627301 hasPublicationYear "2023" @default.
- W4385627301 type Work @default.
- W4385627301 citedByCount "0" @default.
- W4385627301 crossrefType "journal-article" @default.
- W4385627301 hasAuthorship W4385627301A5010215964 @default.
- W4385627301 hasAuthorship W4385627301A5016887912 @default.
- W4385627301 hasAuthorship W4385627301A5042310317 @default.
- W4385627301 hasAuthorship W4385627301A5048267931 @default.
- W4385627301 hasAuthorship W4385627301A5067183406 @default.
- W4385627301 hasAuthorship W4385627301A5080409240 @default.
- W4385627301 hasAuthorship W4385627301A5085735109 @default.
- W4385627301 hasConcept C119857082 @default.
- W4385627301 hasConcept C121332964 @default.
- W4385627301 hasConcept C124101348 @default.
- W4385627301 hasConcept C134306372 @default.
- W4385627301 hasConcept C154945302 @default.
- W4385627301 hasConcept C163258240 @default.
- W4385627301 hasConcept C177148314 @default.
- W4385627301 hasConcept C185592680 @default.
- W4385627301 hasConcept C198531522 @default.
- W4385627301 hasConcept C2781067378 @default.
- W4385627301 hasConcept C33923547 @default.
- W4385627301 hasConcept C41008148 @default.
- W4385627301 hasConcept C43214815 @default.
- W4385627301 hasConcept C43617362 @default.
- W4385627301 hasConcept C45942800 @default.
- W4385627301 hasConcept C62520636 @default.
- W4385627301 hasConceptScore W4385627301C119857082 @default.
- W4385627301 hasConceptScore W4385627301C121332964 @default.
- W4385627301 hasConceptScore W4385627301C124101348 @default.
- W4385627301 hasConceptScore W4385627301C134306372 @default.
- W4385627301 hasConceptScore W4385627301C154945302 @default.
- W4385627301 hasConceptScore W4385627301C163258240 @default.
- W4385627301 hasConceptScore W4385627301C177148314 @default.
- W4385627301 hasConceptScore W4385627301C185592680 @default.
- W4385627301 hasConceptScore W4385627301C198531522 @default.
- W4385627301 hasConceptScore W4385627301C2781067378 @default.
- W4385627301 hasConceptScore W4385627301C33923547 @default.
- W4385627301 hasConceptScore W4385627301C41008148 @default.
- W4385627301 hasConceptScore W4385627301C43214815 @default.
- W4385627301 hasConceptScore W4385627301C43617362 @default.
- W4385627301 hasConceptScore W4385627301C45942800 @default.
- W4385627301 hasConceptScore W4385627301C62520636 @default.
- W4385627301 hasFunder F4320321001 @default.
- W4385627301 hasFunder F4320335787 @default.
- W4385627301 hasLocation W43856273011 @default.
- W4385627301 hasOpenAccess W4385627301 @default.
- W4385627301 hasPrimaryLocation W43856273011 @default.
- W4385627301 hasRelatedWork W3006943036 @default.
- W4385627301 hasRelatedWork W4200511449 @default.
- W4385627301 hasRelatedWork W4206534706 @default.
- W4385627301 hasRelatedWork W4229079080 @default.
- W4385627301 hasRelatedWork W4285046548 @default.
- W4385627301 hasRelatedWork W4285741730 @default.
- W4385627301 hasRelatedWork W4299487748 @default.
- W4385627301 hasRelatedWork W4385957992 @default.
- W4385627301 hasRelatedWork W4385965371 @default.
- W4385627301 hasRelatedWork W4386025632 @default.
- W4385627301 hasVolume "72" @default.