{"product_id":"computational-reconstruction-of-missing-data-in-biological-research-9789811630637","title":"Computational Reconstruction of Missing Data in Biological Research","description":"\u003cp\u003e\u003cstrong\u003eFormat\u003c\/strong\u003e: Paperback \/ softback\u003cbr\u003e\u003cstrong\u003eLength\u003c\/strong\u003e: 105 pages\u003cbr\u003e\u003cstrong\u003ePublication date\u003c\/strong\u003e: 08 August 2021\u003cbr\u003e\u003cstrong\u003ePublisher\u003c\/strong\u003e: Springer Verlag, Singapore\u003cbr\u003e\u003c\/p\u003e\u003cp\u003eIn this book, we introduce different types of biological data missing scenarios and propose machine learning models to improve the data analysis, including deep recurrent neural network recovery for feature missings, robust information theoretic learning for label missings and structure-aware rebalancing for minor sample missings.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWeight\u003c\/strong\u003e: 203g\u003cbr\u003e\u003cstrong\u003eDimension\u003c\/strong\u003e: 235 x 155 (mm)\u003cbr\u003e\u003cstrong\u003eISBN-13\u003c\/strong\u003e: 9789811630637\u003cbr\u003e \u003cstrong\u003eEdition number\u003c\/strong\u003e: 1st ed. 2021\u003c\/p\u003e","brand":"Feng Bao","offers":[{"title":"Paperback \/ softback","offer_id":44102879314170,"sku":"9789811630637","price":37.47,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0522\/4297\/2845\/products\/1646394484752_book.jpg?v=1646990416","url":"https:\/\/shulphink.com\/products\/computational-reconstruction-of-missing-data-in-biological-research-9789811630637","provider":"Shulph Ink","version":"1.0","type":"link"}