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• W482614 abstract "Prototype-based classification models, and particularly Learning Vector Quantization (LVQ) frameworks with adaptive metrics, are powerful supervised classification techniques with good generalization behaviour. This thesis proposes three advanced learning methodologies, in the context of LVQ, aiming at better classification performance under various classification settings. The first contribution presents a direct and novel methodology for incorporating valuable privileged knowledge in the LVQ training phase, but not in testing. This is done by manipulating the global metric in the input space, based on distance relations revealed by the privileged information. Several experiments have been conducted that serve as illustration, and demonstrate the benefit of incorporating privileged information on the classification accuracy. Subsequently, the thesis presents a relevant extension of LVQ models, with metric learning, to the case of ordinal classification problems. Unlike in existing nominal LVQ, in ordinal LVQ the class order information is explicitly utilized during training. Competitive results have been obtained on several benchmarks, which improve upon standard LVQ as well as benchmark ordinal classifiers. Finally, a novel ordinal-based metric learning methodology is presented that is principally intended to incorporate privileged information in ordinal classification tasks. The model has been verified experimentally through a number of benchmark and real-world data sets." @default.
• W482614 created "2016-06-24" @default.
• W482614 creator A5080135413 @default.
• W482614 date "2013-12-01" @default.
• W482614 modified "2023-09-25" @default.
• W482614 title "Metric learning for incorporating privileged information in prototype-based models" @default.
• W482614 cites W142424996 @default.
• W482614 cites W1486034269 @default.
• W482614 cites W1489442429 @default.
• W482614 cites W1499630567 @default.
• W482614 cites W1506806321 @default.
• W482614 cites W1536929369 @default.
• W482614 cites W1550684777 @default.
• W482614 cites W1554538648 @default.
• W482614 cites W1562738151 @default.
• W482614 cites W1576043040 @default.
• W482614 cites W1585127673 @default.
• W482614 cites W1585143937 @default.
• W482614 cites W1606198627 @default.
• W482614 cites W1606526856 @default.
• W482614 cites W16591383 @default.
• W482614 cites W17447405 @default.
• W482614 cites W1749992802 @default.
• W482614 cites W1780098446 @default.
• W482614 cites W1807976246 @default.
• W482614 cites W1924290394 @default.
• W482614 cites W1924655545 @default.
• W482614 cites W1948513873 @default.
• W482614 cites W1980437782 @default.
• W482614 cites W1980767372 @default.
• W482614 cites W1980896222 @default.
• W482614 cites W1990863955 @default.
• W482614 cites W199349244 @default.
• W482614 cites W1997855593 @default.
• W482614 cites W2005622485 @default.
• W482614 cites W2015617764 @default.
• W482614 cites W2017278683 @default.
• W482614 cites W2017787110 @default.
• W482614 cites W2019377636 @default.
• W482614 cites W2036265182 @default.
• W482614 cites W2036713601 @default.
• W482614 cites W2039434802 @default.
• W482614 cites W2042394605 @default.
• W482614 cites W2042902006 @default.
• W482614 cites W2046050158 @default.
• W482614 cites W2051564865 @default.
• W482614 cites W2057597911 @default.
• W482614 cites W2058475745 @default.
• W482614 cites W2067562626 @default.
• W482614 cites W2083397249 @default.
• W482614 cites W2088493624 @default.
• W482614 cites W2090001453 @default.
• W482614 cites W2094150678 @default.
• W482614 cites W2094631910 @default.
• W482614 cites W2095755765 @default.
• W482614 cites W2099231177 @default.
• W482614 cites W2099440191 @default.
• W482614 cites W2099485138 @default.
• W482614 cites W2100904656 @default.
• W482614 cites W2102292745 @default.
• W482614 cites W2103595817 @default.
• W482614 cites W2106053110 @default.
• W482614 cites W2106239882 @default.
• W482614 cites W2109834471 @default.
• W482614 cites W2109993655 @default.
• W482614 cites W2112193291 @default.
• W482614 cites W2113665876 @default.
• W482614 cites W2116731705 @default.
• W482614 cites W2117154949 @default.
• W482614 cites W2117513046 @default.
• W482614 cites W2117876524 @default.
• W482614 cites W2118393783 @default.
• W482614 cites W2119821739 @default.
• W482614 cites W2121906385 @default.
• W482614 cites W2122111042 @default.
• W482614 cites W2123749980 @default.
• W482614 cites W2124067153 @default.
• W482614 cites W2124105163 @default.
• W482614 cites W2124199755 @default.
• W482614 cites W2124229063 @default.
• W482614 cites W2124503759 @default.
• W482614 cites W2124648328 @default.
• W482614 cites W2128186735 @default.
• W482614 cites W2135343070 @default.
• W482614 cites W2136430839 @default.
• W482614 cites W2137736727 @default.
• W482614 cites W2141317097 @default.
• W482614 cites W2142577375 @default.
• W482614 cites W2143747826 @default.
• W482614 cites W2144892774 @default.
• W482614 cites W2144935315 @default.
• W482614 cites W2146077544 @default.
• W482614 cites W2146904005 @default.
• W482614 cites W2147232804 @default.
• W482614 cites W2150039113 @default.
• W482614 cites W2151483828 @default.
• W482614 cites W2152010828 @default.
• W482614 cites W2154945267 @default.
• W482614 cites W2156571432 @default.
• W482614 cites W2157364932 @default.

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