{"product_id":"multi-kernel-classification-machine-with-universum-learning-von-changming-zhu","title":"Multi-kernel Classification Machine with Universum learning","description":"\u003cp\u003eUniversum learning can reflect priori knowledge about application domain and improve classification performances. Since multi-kernel classification machine with reduced complexity, i.e., NMKMHKS, has a high performance to reduce both the time and space complexities of multiple kernel learning (MKL), so we introduce Universum learning into NMKMHKS and propose a Universum-based NMKMHKS (Uni-NMKMHKS).\u003c\/p\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783659707933\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783659707933","offer_id":39449491144797,"sku":"9783659707933","price":28.9,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/541f9eaf-27ba-4f64-b8e9-662710beb684.jpg?v=1773469912","url":"https:\/\/shop.autorenwelt.de\/en\/products\/multi-kernel-classification-machine-with-universum-learning-von-changming-zhu","provider":"Autorenwelt Shop","version":"1.0","type":"link"}