Machine learning for synthetic biology: Methods and applications
نویسندگان
چکیده
منابع مشابه
Machine Learning and Its Applications to Biology
The term machine learning refers to a set of topics dealing with the creation and evaluation of algorithms that facilitate pattern recognition, classification, and prediction, based on models derived from existing data. Two facets of mechanization should be acknowledged when considering machine learning in broad terms. Firstly, it is intended that the classification and prediction tasks can be ...
متن کاملMachine Learning and Network Methods for Biology and Medicine
1College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China 2Department of Genetics and Genomics Sciences, Mount Sinai School of Medicine, New York, NY 10029, USA 3Institute of Health Sciences, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200031, China 4Department of Computer Science, Aberystwyth University, Aberystwyth, Ceredi...
متن کاملMachine learning methods in computational cancer biology
Molecular data from cancer tumours is characterized by the fact that the number of measured features is in the tens of thousands, while the number of samples is a few hundred at best. This mismatch necessitates the development of new algorithms for sparse regression and sparse classification with an eye towards cancer applications. Another aspect of biological data, which has no analogue in eng...
متن کاملSynthetic Biology for Therapeutic Applications
Synthetic biology is a relatively new field with the key aim of designing and constructing biological systems with novel functionalities. Today, synthetic biology devices are making their first steps in contributing new solutions to a number of biomedical challenges, such as emerging bacterial antibiotic resistance and cancer therapy. This review discusses some synthetic biology approaches and ...
متن کاملA Review of Machine Learning Methods Machine Learning and Data Mining: Methods and Applications, Edited 1.2 the Machine Learning Task
The eld of machine learning was conceived nearly four decades ago with the bold objective to develop computational methods that would implement various forms of learning, in particular mechanisms capable of inducing knowledge from examples or data. As software development has become one of the main bottlenecks of today's computer technology, the idea of introducing knowledge into computers by w...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Chinese Science Bulletin
سال: 2020
ISSN: 0023-074X
DOI: 10.1360/tb-2020-0456