ID - 131789173 TI - Fundamentals of Data Analytics : With a View to Machine Learning AU - Mathar, Rudolf AU - Alirezaei, Gholamreza AU - Balda, Emilio AU - Behboodi, Arash PY - 2020 SN - 9783030568313 PB - Cham Springer International Publishing DB - UniCat KW - Statistical science KW - Information systems KW - Artificial intelligence. Robotics. Simulation. Graphics KW - Computer. Automation KW - informatica KW - statistiek KW - gegevensanalyse KW - KI (kunstmatige intelligentie) KW - AI (artificiële intelligentie) UR - https://www.unicat.be/uniCat?func=search&query=sysid:131789173 AB - This book introduces the basic methodologies for successful data analytics. Matrix optimization and approximation are explained in detail and extensively applied to dimensionality reduction by principal component analysis and multidimensional scaling. Diffusion maps and spectral clustering are derived as powerful tools. The methodological overlap between data science and machine learning is emphasized by demonstrating how data science is used for classification as well as supervised and unsupervised learning. . ER -