Ying Ding | Katana Graph Solutions: Scalable Graph Search & Graph Mining
KGC 2021 Conference, Workshops and Tutorials
•
21m
When knowledge graphs in your company get larger and larger, a scalable graph search is in high demand. In the current graph search solutions, scalability is still a big issue. Furthermore, with the fast development of deep learning on graphs, many companies rely on deep learning methods to mine insights from the ever-increasing knowledge graphs. But search and mining are usually not available in one package. This presentation will showcase the scalable solutions from Katana Graph which provide the end-to-end solutions for graph search and mining. It is ten times faster than the current market solutions and scales exponentially on graphs with billions or even trillions of nodes. It provides weighted k-shorted path searches and cutting edge graph deep learning methods (such as cluster-graph convolutional neural network, graph attention model, and graph transformer). Katana Graph is a start-up company founded by several faculty from University of Texas at Austin with the goal to provide the scalable graph search and deep graph mining in one click. In this presentation, we will showcase several use cases, such as searching and mining large scale knowledge graphs in drug discovery.
Up Next in KGC 2021 Conference, Workshops and Tutorials
-
Xian Li | AutoKnow: Self-Driving Know...
Can one build a knowledge graph (KG) for all products in the world? Knowledge graphs have firmly established themselves as valuable sources of information for search and question answering, and it is natural to wonder if a KG can contain information about products
offered at online retail sites.... -
Veronika Heimsbakk | Tales From The R...
When transforming amounts of plain text into semantic knowledge graphs using Resource Description Framework, a service for automatic interpretation became apparent. Manual interpretation of text depends on human domain knowledge and discovery of entities and relationships in the text. This proces...
-
Steven Gustafson | Connecting The Dot...
Knowledge graphs provide a way for us to capture and relate information into a representation that can mimic expert knowledge. One type of expert knowledge that has proven to be particularly useful in industry is reasoning by analogy, or using a replacement problem and solution pair to think abo...
