[HTML][HTML] Towards a unified framework for graph-based multi-view clustering
F Dornaika, S El Hajjar - Neural Networks, 2024 - Elsevier
Recently, clustering data collected from various sources has become a hot topic in real-
world applications. The most common methods for multi-view clustering can be divided into …
world applications. The most common methods for multi-view clustering can be divided into …
[HTML][HTML] Methods for the analysis, interpretation, and prediction of single-molecule junction conductance behaviour
E Gorenskaia, PJ Low - Chemical Science, 2024 - pubs.rsc.org
This article offers a broad overview of measurement methods in the field of molecular
electronics, with a particular focus on the most common single-molecule junction fabrication …
electronics, with a particular focus on the most common single-molecule junction fabrication …
Single-cluster electronics
TC Siu, JY Wong, MO Hight, TA Su - Physical Chemistry Chemical …, 2021 - pubs.rsc.org
This article reviews the scope of inorganic cluster compounds interrogated in single-
molecule break-junction measurements. This body of work lies at the intersection between …
molecule break-junction measurements. This body of work lies at the intersection between …
Conductance Quantization in 2D Semi‐Metallic Transition Metal Dichalcogenides
Conductance quantization of 2D materials is significant for understanding the charge
transport at the atomic scale, which provides a platform to manipulate the quantum states …
transport at the atomic scale, which provides a platform to manipulate the quantum states …
[HTML][HTML] Opportunities in main group molecular electronics
MO Hight, TA Su - Trends in Chemistry, 2024 - cell.com
Main group molecular electronics is an emerging area that investigates quantum transport
through main group backbones within molecular junctions. It merges two rapidly advancing …
through main group backbones within molecular junctions. It merges two rapidly advancing …
Making the Most of Nothing: One-Class Classification for Single-Molecule Transport Studies
W Bro-Jørgensen, JM Hamill, G Mezei… - ACS Nanoscience …, 2024 - ACS Publications
Single-molecule experiments offer a unique means to probe molecular properties of
individual molecules–yet they rest upon the successful control of background noise and …
individual molecules–yet they rest upon the successful control of background noise and …
From multi-view data features to clusters: a unified approach
F Dornaika - Artificial Intelligence Review, 2023 - Springer
Clustering data from multiple sources or views has become an important issue in real-world
applications. Graph-based methods take advantage of graphs that encode the local and …
applications. Graph-based methods take advantage of graphs that encode the local and …
Using Weakly Supervised Deep Learning to Classify and Segment Single‐Molecule Break‐Junction Conductance Traces
D Lin, Z Zhao, H Pan, S Li, Y Wang, D Wang… - …, 2021 - Wiley Online Library
In order to design molecular electronic devices with high performance and stability, it is
crucial to understand their structure‐to‐property relationships. Single‐molecule break …
crucial to understand their structure‐to‐property relationships. Single‐molecule break …
Grid-Based Correlation Analysis to Identify Rare Quantum Transport Behaviors
Most single-molecule transport experiments produce large and stochastic data sets
containing a wide range of behaviors, presenting both a challenge to their analysis and an …
containing a wide range of behaviors, presenting both a challenge to their analysis and an …
An End-to-End Approach for Graph-based Multi-view Data Clustering
F Dornaika, S El Hajjar - IEEE Transactions on Big Data, 2024 - ieeexplore.ieee.org
Clustering data from different sources or views is a key challenge in real-world applications.
While traditional graph-based methods are effective at capturing data structures, they often …
While traditional graph-based methods are effective at capturing data structures, they often …