{"product_id":"9783030504014","title":"Lecture Notes in Computer Science: State-of-the-Art and Future Challenges","description":"\u003ch1\u003eLecture Notes in Computer Science: State-of-the-Art and Future Challenges\u003c\/h1\u003e \u003ch2\u003eHolzinger, Andreas; Goebel, Randy; Mengel, Michael; Müller, Heimo\u003c\/h2\u003e \u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e \u003c\/p\u003e\u003cp\u003eData driven Artificial Intelligence (AI) and Machine Learning (ML) in  digital pathology, radiology, and dermatology is very promising. In  specific cases, for example, Deep Learning (DL), even exceeding human  performance. However, in the context of medicine it is important for a  human expert to verify the outcome. Consequently, there is a need for  transparency and re-traceability of state-of-the-art solutions to make  them usable for ethical responsible medical decision support. \u003cbr\u003e  Moreover, big data is required for training, covering a wide spectrum of  a variety of human diseases in different organ systems. These data sets  must meet top-quality and regulatory criteria and must be well  annotated for ML at patient-, sample-, and image-level. Here biobanks  play a central and future role in providing large collections of  high-quality, well-annotated samples and data. The main challenges are  finding biobanks containing ‘‘fit-for-purpose’’ samples, providing  quality related meta-data, gaining access to standardized medical data  and annotations, and mass scanning of whole slides including efficient  data management solutions.\u003c\/p\u003e\u003cbr\u003e\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2020-06-21\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030504014\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-50402-1\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 341\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":44806073581708,"sku":"9783030504014","price":89.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030504014.jpg?v=1774017943","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783030504014","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}