Rudin, Cynthia; Chen, Chaofan; Chen, Zhi; Huang, Haiyang; Semenova, Lesia; Zhong, Chudi Interpretable machine learning: fundamental principles and 10 grand challenges. (English) Zbl 07471610 Stat. Surv. 16, 1-85 (2022). MSC: 68T01 62-02 PDFBibTeX XMLCite \textit{C. Rudin} et al., Stat. Surv. 16, 1--85 (2022; Zbl 07471610) Full Text: DOI arXiv Link
Gokcay, Erhan An information-theoretic instance-based classifier. (English) Zbl 1474.62228 Inf. Sci. 536, 263-276 (2020). MSC: 62H30 PDFBibTeX XMLCite \textit{E. Gokcay}, Inf. Sci. 536, 263--276 (2020; Zbl 1474.62228) Full Text: DOI
Sosa-Cabrera, Gustavo; García-Torres, Miguel; Gómez-Guerrero, Santiago; Schaerer, Christian E.; Divina, Federico A multivariate approach to the symmetrical uncertainty measure: application to feature selection problem. (English) Zbl 1454.62179 Inf. Sci. 494, 1-20 (2019). MSC: 62H20 62H10 PDFBibTeX XMLCite \textit{G. Sosa-Cabrera} et al., Inf. Sci. 494, 1--20 (2019; Zbl 1454.62179) Full Text: DOI
Wang, Xiao-Ning; Wei, Jin-Mao; Jin, Han; Yu, Gang; Zhang, Hai-Wei Probabilistic confusion entropy for evaluating classifiers. (English) Zbl 1359.62267 Entropy 15, No. 11, 4969-4992 (2013). MSC: 62H30 94A17 PDFBibTeX XMLCite \textit{X.-N. Wang} et al., Entropy 15, No. 11, 4969--4992 (2013; Zbl 1359.62267) Full Text: DOI
He, Yu-Lin; Liu, James N. K.; Wang, Xi-Zhao; Hu, Yan-Xing Optimal bandwidth selection for re-substitution entropy estimation. (English) Zbl 1311.94027 Appl. Math. Comput. 219, No. 8, 3425-3460 (2012). MSC: 94A17 PDFBibTeX XMLCite \textit{Y.-L. He} et al., Appl. Math. Comput. 219, No. 8, 3425--3460 (2012; Zbl 1311.94027) Full Text: DOI
Wang, Zhimin Entropy on covers. (English) Zbl 1235.94038 Data Min. Knowl. Discov. 24, No. 1, 288-309 (2012). MSC: 94A17 68T05 PDFBibTeX XMLCite \textit{Z. Wang}, Data Min. Knowl. Discov. 24, No. 1, 288--309 (2012; Zbl 1235.94038) Full Text: DOI
Lenca, P.; Lallich, S.; Vaillant, B. Construction of an off-centered entropy for the supervised learning of imbalanced classes: some first results. (English) Zbl 1187.62006 Commun. Stat., Theory Methods 39, No. 3, 493-507 (2010). MSC: 62B10 68T05 62-07 PDFBibTeX XMLCite \textit{P. Lenca} et al., Commun. Stat., Theory Methods 39, No. 3, 493--507 (2010; Zbl 1187.62006) Full Text: DOI
Strobl, Carolin; Augustin, Thomas Adaptive selection of extra cutpoints – towards reconciling robustness and interpretability in classification trees. (English) Zbl 1211.62101 J. Stat. Theory Pract. 3, No. 1, 119-135 (2009). MSC: 62H30 62G08 65C60 PDFBibTeX XMLCite \textit{C. Strobl} and \textit{T. Augustin}, J. Stat. Theory Pract. 3, No. 1, 119--135 (2009; Zbl 1211.62101) Full Text: DOI
Liu, Jinfu; Hu, Qinghua; Yu, Daren A weighted rough set based method developed for class imbalance learning. (English) Zbl 1134.68047 Inf. Sci. 178, No. 4, 1235-1256 (2008). MSC: 68T05 68T37 PDFBibTeX XMLCite \textit{J. Liu} et al., Inf. Sci. 178, No. 4, 1235--1256 (2008; Zbl 1134.68047) Full Text: DOI
Qi, Chengming; Hao, Ling; Cui, Shoumei A new fuzzy decision tree model and its application. (Chinese. English summary) Zbl 1174.68658 J. Shandong Univ., Nat. Sci. 42, No. 11, 107-109, 113 (2007). MSC: 68T37 68P15 03E72 PDFBibTeX XMLCite \textit{C. Qi} et al., J. Shandong Univ., Nat. Sci. 42, No. 11, 107--109, 113 (2007; Zbl 1174.68658)
Dubois, Didier; Hüllermeier, Eyke Comparing probability measures using possibility theory: a notion of relative peakedness. (English) Zbl 1122.68133 Int. J. Approx. Reasoning 45, No. 2, 364-385 (2007). MSC: 68T37 PDFBibTeX XMLCite \textit{D. Dubois} and \textit{E. Hüllermeier}, Int. J. Approx. Reasoning 45, No. 2, 364--385 (2007; Zbl 1122.68133) Full Text: DOI
Dong, Xiaomei; Xiang, Guang; Yu, Ge; Li, Xiaohua A new detection approach based on the maximum entropy model. (English) Zbl 1156.94310 Wuhan Univ. J. Nat. Sci. 11, No. 6, 1765-1768 (2006). MSC: 94A13 94A17 PDFBibTeX XMLCite \textit{X. Dong} et al., Wuhan Univ. J. Nat. Sci. 11, No. 6, 1765--1768 (2006; Zbl 1156.94310) Full Text: DOI
Osei-Bryson, Kweku-Muata; Giles, Kendall Splitting methods for decision tree induction: An exploration of the relative performance of two entropy-based families. (English) Zbl 1184.68420 Inf. Syst. Front. 8, No. 3, 195-209 (2006). MSC: 68T05 68T37 PDFBibTeX XML Full Text: DOI
Abellán, Joaquín; Moral, Serafín Upper entropy of credal sets. Applications to credal classification. (English) Zbl 1095.68091 Int. J. Approx. Reasoning 39, No. 2-3, 235-255 (2005). MSC: 68T05 68T37 PDFBibTeX XMLCite \textit{J. Abellán} and \textit{S. Moral}, Int. J. Approx. Reasoning 39, No. 2--3, 235--255 (2005; Zbl 1095.68091) Full Text: DOI
Takimoto, Eiji; Maruoka, Akira Top-down decision tree learning as information based boosting. (English) Zbl 1026.68120 Theor. Comput. Sci. 292, No. 2, 447-464 (2003). MSC: 68T10 68T05 PDFBibTeX XMLCite \textit{E. Takimoto} and \textit{A. Maruoka}, Theor. Comput. Sci. 292, No. 2, 447--464 (2003; Zbl 1026.68120) Full Text: DOI