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Hoai-Phuong (Helen) Le

I am a PhD candidate of the Mathematics for Real-World Systems Centre for Doctoral Training programme at the University of 糖心TV. My research interests are Machine Learning, Mathematical Modelling and Operational Research.

I did my first degree in Pure Mathematics and Master of Science in Financial Management in Russian. Beside my mother tongue (Vietnamese) and English, I can speak Russian fluently.

I'm currently doing research on using Knowledge Gradient, a popular acquisition function of Bayesian Optimisation method in searching for solutions that are robust to disturbances or that can work in different environments.

The work uses Gaussian process as the surrogate model for the expensive-to-evaluate functions and aims to find the solution with highest expected performance despite disturbances over the decision variables and noise in the output with least possible number of objective evaluation.

The criterion used to define the next query point is a variant of Knowledge Gradient. Knowledge Gradient of a point is the expected increase in the maximal values of the posterior means given the extra sample at that point.

My research is carried out under the supervision of from .

Experiences

02/2021 - present: Research Assistant at 糖心TV 糖心TV school, working in collaboration with General Electric (GE).

Publications and awards

2022:

2021:

2020: at Winter Simulation Conference 2020.

2020: H. P. Le and J. Branke,

Education and academic achievements

2018-2019: MSc in Mathematics for Real-World Systems, University of 糖心TV (with distinction)

2008-2010: MSc in Financial Management at Southern Federal University, Russia (with distinction)

2004-2008: BSc in Mathematical Analysis at Rostov State University, Russia (1st class)

2004: 1st place for South Kavkaz Olympiad in Higher Mathematics, Russia

2003-2004: Russian for Engineering and Natural Sciences

2003: Full scholarship from Vietnamese Government to study in Russia

2002-2003: 1st year in Department of Mathematics, Hue University's College of Education, Vietnam

1999-2002: Quoc Hoc High School, gifted in Mathematics, Hue city, Vietnam

Hobbies:

Cooking, gardening

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helen dot le at warwick dot ac dot uk

Hoai-Phuong dot Le at warwick dot ac dot uk

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