Search Results for author: Feng Fu

Found 10 papers, 2 papers with code

Mathematics of multi-agent learning systems at the interface of game theory and artificial intelligence

no code implementations9 Mar 2024 Long Wang, Feng Fu, Xingru Chen

The former focuses on the evolution of behaviors (or strategies) in a population, where individuals interact with others and update their strategies based on imitation (or social learning).

Multi-agent Reinforcement Learning Self-Learning

Reinforcement Learning Jazz Improvisation: When Music Meets Game Theory

no code implementations25 Feb 2024 Vedant Tapiavala, Joshua Piesner, Sourjyamoy Barman, Feng Fu

Live performances of music are always charming, with the unpredictability of improvisation due to the dynamic between musicians and interactions with the audience.

reinforcement-learning

Social Learning and the Exploration-Exploitation Tradeoff

1 code implementation13 Apr 2023 Brian Mintz, Feng Fu

In this work, we investigate the balance between exploration and exploitation in changing environments by thinking of exploration as mutation in a trait space with a varying fitness function.

Population heterogeneity in vaccine coverage impacts epidemic thresholds and bifurcation dynamics

no code implementations28 Dec 2022 Alina Glaubitz, Feng Fu

For vaccine-preventable diseases, outstanding issues like vaccine hesitancy and availability of vaccines further lead to nonuniform coverage among groups, not to mention the efficacy of vaccines and the mixing pattern varying from one group to another.

Evolutionary games and spatial periodicity

no code implementations17 Sep 2022 Te Wu, Feng Fu, Long Wang

We establish a theoretical framework to address evolutionary dynamics of spatial games under strong selection.

The Point of No Return: Evolution of Excess Mutation Rate is Possible Even for Simple Mutation Models

no code implementations20 Aug 2022 Brian Mintz, Feng Fu

This work uses adaptive dynamics to study the evolution of mutation rate, and the replicator-mutator equation to model trait evolution.

Immune checkpoint therapy modeling of PD-1/PD-L1 blockades reveals subtle difference in their response dynamics and potential synergy in combination

no code implementations22 Mar 2021 Kamran Kaveh, Feng Fu

Immune checkpoint therapy is one of the most promising immunotherapeutic methods that are likely able to give rise to durable treatment response for various cancer types.

Random Choices can Facilitate the Solving of Collective Network Coloring Problems by Artificial Agents

no code implementations9 Feb 2021 Matthew I. Jones, Scott D. Pauls, Feng Fu

Global coordination is required to solve a wide variety of challenging collective action problems from network colorings to the tragedy of the commons.

Physics and Society

Sentiment-Based Prediction of Alternative Cryptocurrency Price Fluctuations Using Gradient Boosting Tree Model

1 code implementation1 May 2018 Tianyu Ray Li, Anup S. Chamrajnagar, Xander R. Fong, Nicholas R. Rizik, Feng Fu

These two indices, alongside the raw summations of positive, negative, and neutral sentiment were juxtaposed to $\sim 400$ data points of hourly pricing data to train an Extreme Gradient Boosting Regression Tree Model.

Physics and Society Computational Finance

Risk-Aware Multi-Armed Bandit Problem with Application to Portfolio Selection

no code implementations13 Sep 2017 Xiaoguang Huo, Feng Fu

Sequential portfolio selection has attracted increasing interests in the machine learning and quantitative finance communities in recent years.

Portfolio Management

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