Active discovery of organic semiconductors

C Kunkel, JT Margraf, K Chen, H Oberhofer… - Nature …, 2021 - nature.com
The versatility of organic molecules generates a rich design space for organic
semiconductors (OSCs) considered for electronics applications. Offering unparalleled …

Containing a spread through sequential learning: to exploit or to explore?

X Chen, H Nikpey, J Kim, S Sarkar… - arXiv preprint arXiv …, 2023 - arxiv.org
The spread of an undesirable contact process, such as an infectious disease (eg COVID-
19), is contained through testing and isolation of infected nodes. The temporal and spatial …

Whom to Test? Active Sampling Strategies for Managing COVID-19

Y Wang, I Yahav, B Padmanabhan - arXiv preprint arXiv:2012.13483, 2020 - arxiv.org
This paper presents methods to choose individuals to test for infection during a pandemic
such as COVID-19, characterized by high contagion and presence of asymptomatic carriers …

Understanding the limitations of network online learning

T LaRock, T Sakharov, S Bhadra… - Applied Network Science, 2020 - Springer
Studies of networked phenomena, such as interactions in online social media, often rely on
incomplete data, either because these phenomena are partially observed, or because the …

Reinforcement Learning in Blockchain-Enabled IIoT Networks

D Daoun, Z Alom, MA Azim - International Conference on Communication …, 2022 - Springer
Abstract Blockchain-Enabled Industrial Internet of Things (IIoT) networks are a new norm in
global developments. This paper discusses Blockchain-Enabled IIoT network challenges …

Smart Testing with Vaccination: A Bandit Algorithm for Active Sampling for Managing COVID-19

Y Wang, I Yahav… - Information Systems …, 2024 - pubsonline.informs.org
This paper presents methods to choose individuals to test for infection during a pandemic
such as COVID-19, characterized by high contagion and presence of asymptomatic carriers …

Efficient Learning in Stochastic Combinatorial Semi-Bandits

P Perrault - 2020 - theses.hal.science
Combinatorial stochastic semi-bandits appear naturally in many contexts where the
exploration/exploitation dilemma arises, such as web content optimization …

Time-Critical Decisions With Real-Time Information Extraction

X Chen - 2023 - search.proquest.com
Abstract The Internet of Things and the next-generation networks have led to the generation,
dissemination, and transformation of a huge amount of real-time information. The …

Problems in Identification and Estimation: Algorithms for Pathogen, Ancestral, and Rashomon Analysis

A Venkateswaran - 2024 - search.proquest.com
This dissertation answers three questions on identifiability and estimability that arise in
policy-making and causal discovery. First, we study contact tracing as a tool to prevent the …

Network Representation for Incomplete or Sequential Data

T LaRock - 2022 - search.proquest.com
When analyzing complex networks, we are often faced with the decision of how to represent
the data as a network. For example, we must decide whether to interpret the interactions …