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The role of RAS effectors in BCR/ABL induced chronic myelogenous leukemia
Jessica Fredericks, Ruibao Ren
Frontiers of Medicine 2013, Volume 7, Issue 4, Pages 452-461 doi: 10.1007/s11684-013-0304-0
Keywords: BCR/ABL chronic myelogenous leukemia (CML) RAS RAL
Active Machine Learning for Chemical Engineers: A Bright Future Lies Ahead! Perspective
Dobbelaere, Yi Ouyang, Kevin De Ras, Maarten K. Sabbe, Guy B. Marin, Kevin M. Van Geem
Engineering 2023, Volume 27, Issue 8, Pages 23-30 doi: 10.1016/j.eng.2023.02.019
By combining machine learning with the design of experiments, thereby achieving so-called active machine learning, more efficient and cheaper research can be conducted. Machine learning algorithms are more flexible and are better than traditional design of experiment algorithms at investigating processes spanning all length scales of chemical engineering. While active machine learning algorithms are maturing, their applications are falling behind. In this article, three types of challenges presented by active machine learning—namely, convincing the experimental researcher, the flexibility of data creation, and the robustness of active machine learning algorithms—are identified, and ways to overcome them are discussed. A bright future lies ahead for active machine learning in chemical engineering, thanks to increasing automation and more efficient algorithms that can drive novel discoveries.
Keywords: Active machine learning Active learning Bayesian optimization Chemical engineering Design of experiments
Frontiers of Medicine 2022, Volume 16, Issue 1, Pages 102-110 doi: 10.1007/s11684-021-0850-9
Keywords: COVID-19 RAS inhibitor hypertension all-cause mortality
Title Author Date Type Operation
The role of RAS effectors in BCR/ABL induced chronic myelogenous leukemia
Jessica Fredericks, Ruibao Ren
Journal Article
Active Machine Learning for Chemical Engineers: A Bright Future Lies Ahead!
Dobbelaere, Yi Ouyang, Kevin De Ras, Maarten K. Sabbe, Guy B. Marin, Kevin M. Van Geem
Journal Article