How do tumor cytogenetics inform cancer treatments? dynamic risk stratification and precision medicine using multi-armed bandits

Z Zhou, Y Wang, H Mamani… - Dynamic Risk Stratification …, 2019 - papers.ssrn.com
Multiple myeloma is an incurable cancer of bone marrow plasma cells with a median overall
survival of 5 years. With newly approved drugs to treat this disease over the last decade …

Offline sequential learning via simulation

H Liu, H **ao, H Li, LH Lee, EP Chew - IISE Transactions, 2022 - Taylor & Francis
Simulation has been widely used for static system designs, but it is rarely used in making
online decisions, due to the time delay of executing simulation. We consider a system with …

Optimal learning for sequential decisions in laboratory experimentation

K Reyes, WB Powell - arxiv preprint arxiv:2004.05417, 2020 - arxiv.org
The process of discovery in the physical, biological and medical sciences can be
painstakingly slow. Most experiments fail, and the time from initiation of research until a new …

The modeling of SDL aiming at knowledge acquisition in automatic driving

Z Gu, Y Liang, Z Zhang - arxiv preprint arxiv:1812.03007, 2018 - arxiv.org
In this paper we proposed an ultimate theory to solve the multi-target control problem
through its introduction to the machine learning framework in automatic driving, which …

The modeling of super deep learning aiming at knowledge acquisition in automatic driving

Y Liang, Z Gu, Z Zhang - Computational intelligence and …, 2022 - Wiley Online Library
In this paper, we proposed a new theory of solving the multitarget control problem by
introducing a machine learning framework in automatic driving and implementing the …

Distance formulas capable of unifying Euclidian space and probability space

Z Gu, L Dong - arxiv preprint arxiv:1801.01972, 2018 - arxiv.org
For pattern recognition like image recognition, it has become clear that each machine-
learning dictionary data actually became data in probability space belonging to Euclidean …

Efficient Sampling Budget Allocation for Online Decision Making

L Haitao - 2022 - search.proquest.com
Simulation is commonly used to estimate the long-term static performance of complex
systems. Often, executing simulation experiments is time-consuming, which hinders its …

[KNIHA][B] Essays on Digital Transformation and Business Decision-Making

Z Zhou - 2021 - search.proquest.com
The rapid advancements of digital technologies have fostered transformation of various
online and offline environments, which in turn created opportunities and challenges on …