Process of Medical Dataset Construction for Machine Learning - Multifield Study and Guidelines

Autor:	Jan Cychnerski, Tomasz Dziubich
Rok vydání:	2021
Předmět:	Data processing Computer science business.industry Process (engineering) Artificial intelligence business Machine learning computer.software_genre computer Data Annotation
Zdroj:	New Trends in Database and Information Systems ISBN: 9783030850814 ADBIS (Short Papers)
DOI:	10.1007/978-3-030-85082-1_20
Popis:	The acquisition of high-quality data and annotations is essential for the training of efficient machine learning algorithms, while being an expensive and time-consuming process. Although the process of data processing and training and testing of machine learning models is well studied and considered in the literature, the actual procedures of obtaining data and their annotations in collaboration with physicians are in most cases based on the personal intuition and suppositions of the researchers.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_________::1ce6d45640b127b19358589075b5eaf5 https://doi.org/10.1007/978-3-030-85082-1_20 Zobrazit plný text záznamu