Analytics Insight

10 Common Matplotlib Mistakes Beginners Make and How to Fix Them

Overview: Matplotlib mistakes often come from poor layout, unclear labels, and wrong scale choices, not from the data ...
GitHub

kg-gen: Knowledge Graph Generation from Any Text

Welcome! kg-gen helps you extract knowledge graphs from any plain text using AI. It can process both small and large text inputs, and it can also handle messages in a conversation format. Why generate ...
GitHub

Which Modality should I use -- Text, Motif, or Image? : Understanding Graphs with Large Language Models

conda create --name graphllm python==3.10.12 conda activate graphllm pip install torch pip install openai pip install torch_geometric pip install pyg_lib torch ...
IEEE

Context-Aware Knowledge Graph Framework for Traffic Speed Forecasting Using Graph Neural Network

Abstract: Human mobility is intricately influenced by urban contexts spatially and temporally, constituting essential domain knowledge in understanding traffic systems. While existing traffic ...
IEEE

A Graph-Based Hyperspectral Change Detection Framework Using Difference Augmentation and Progressive Reconstruction With Limited Labels

Abstract: Identifying land cover changes based on hyperspectral images (HSIs) has been a research hotspot in the field of remote sensing (RS). In recent years, deep-learning (DL)-based change ...