HyperAI초신경

홈 뉴스 연구 논문 튜토리얼 데이터셋 백과사전 SOTA LLM 모델 GPU 랭킹 컨퍼런스

한국어

HyperAI초신경

노드 분류

Node Classification은 그래프 데이터 분석에서 수행되는 머신 러닝 작업으로, 그래프 내 노드의 속성과 그 관계를 바탕으로 알려지지 않은 노드 속성을 예측하는 것을 목표로 합니다. 이 작업은 Graph Neural Networks 등의 모델을 통해 구현되며, 일반적으로 Cora, Citeseer, Pubmed 등의 벤치마크 데이터셋에서 Accuracy와 F1 스코어 등의 지표를 사용하여 성능을 평가합니다. Node Classification은 소셜 네트워크 분석, 추천 시스템, 바이오인포매틱스 등 다양한 분야에서 중요한 응용 가치를 가지고 있습니다.

CiteSeer with Public Split: fixed 20 nodes per class

Chameleon (60%/20%/20% random splits)

Film (60%/20%/20% random splits)

PubMed (60%/20%/20% random splits)

PubMed with Public Split: fixed 20 nodes per class

Squirrel (60%/20%/20% random splits)

Cora with Public Split: fixed 20 nodes per class

Cornell (60%/20%/20% random splits)

Texas (60%/20%/20% random splits)

Wisconsin (60%/20%/20% random splits)

CiteSeer (60%/20%/20% random splits)

Cora (60%/20%/20% random splits)

Citeseer (48%/32%/20% fixed splits)

Cora (48%/32%/20% fixed splits)

PubMed (48%/32%/20% fixed splits)

Truncated Krylov

JK (Heat Diffusion)

CiteSeer (0.5%)

Truncated Krylov

Coauthor Physics

Truncated Krylov

Truncated Krylov

Amazon Computers

Cora: fixed 20 node per class

Self-supervised GraphMAE

Cora Full-supervised

GNNMoE(GCN-like P)

GCN+GAugM (Zhao et al., 2021)

Brazil Air-Traffic

Citeseer Full-supervised

IncepGCN+DropEdge

Europe Air-Traffic

GCN_cheby (Kipf and Welling, 2017)

Pubmed Full-supervised

GraphSAGE+DropEdge

USA Air-Traffic

DEMO-Net(weight)

DEMO-Net(weight)

ASDNet [ASDNet_ICCV2021]

DEMO-Net(weight)

Chameleon (48%/32%/20% fixed splits)

Cora Full with Public Split

Squirrel (48%/32%/20% fixed splits)

Cornell (48%/32%/20% fixed splits)

Chameleon(60%/20%/20% random splits)

Citeseer: fixed 20 node per class

Cora: fixed 10 node per class

Cora: fixed 5 node per class

Squirrel(60%/20%/20% random splits)

Telegram (Directed Graph label rate 60%)

Texas (48%/32%/20% fixed splits)

Wisconsin (48%/32%/20% fixed splits)

AMZ Computers: fixed 20 node per class

CellTypeGraph Benchmark

plantcelltype-EdgeDeeperGCN

Citeseer random partition

CiteSeer with Public Split: fixed 5 nodes per class

Cora: fixed 20 nodes per class

Cora random partition

Film(48%/32%/20% fixed splits)

Pubmed: fixed 20 node per class

Pubmed random partition