Classification of 2-node excitatory–inhibitory networks
We classify connected 2-node excitatory-inhibitory networks under various conditions. We assume that, as well as for connections, there are two distinct node-types, excitatory and inhibitory. In our classification we consider four different types of excitatory-inhibitory networks: restricted, partially restricted, unrestricted and completely ...
Manuela Aguiar, Ana Dias, Ian Stewart
openaire +3 more sources
A Mutual Information-Based Framework for Enhancing Graph Neural Networks on Heterophily
Graph Neural Networks (GNNs) have demonstrated strong capabilities in analyzing structured data, particularly under the assumption of homophily, where neighboring nodes tend to share similar attributes.
Gahee Kim, Seongjin Choi, Se-Young Yun
doaj +1 more source
Benchmarking Eliminative Radiomic Feature Selection for Head and Neck Lymph Node Classification. [PDF]
Bardosi ZR +9 more
europepmc +1 more source
N, LNR or LODDS: Which Is the Most Appropriate Lymph Node Classification Scheme for Patients with Radically Resected Pancreatic Cancer? [PDF]
Prassas D +9 more
europepmc +1 more source
Prognostic performance of different lymph node classification systems in young gastric cancer. [PDF]
Chen YR +6 more
europepmc +1 more source
Towards an Improved Pathological Node Classification for Prognostic Stratification of Patients With Oral Cavity Squamous Cell Carcinoma: Results From a Nationwide Registry Study. [PDF]
Kang CJ +23 more
europepmc +1 more source
Prognostic Performance of Alternative Lymph Node Classification Systems for Patients with Medullary Thyroid Cancer: A Single Center Cohort Study. [PDF]
Prassas D +5 more
europepmc +1 more source
Inclusion of extranodal extension in the lymph node classification of cutaneous squamous cell carcinoma of the head and neck. [PDF]
Amit M +21 more
europepmc +1 more source
Malignant thoracic lymph node classification with deep convolutional neural networks on real-time endobronchial ultrasound (EBUS) images. [PDF]
Yong SH +7 more
europepmc +1 more source
Prognostic Discrimination of Alternative Lymph Node Classification Systems for Patients with Radically Resected Non-Metastatic Colorectal Cancer: A Cohort Study from a Single Tertiary Referral Center. [PDF]
Prassas D +7 more
europepmc +1 more source

