Course material to learn DeepWalk, a node embedding technique for graphs. Slides: https://t.co/vaf07RCkJH Code: https://t.co/jERaOIdas7 Paper: https://t.co/fMMa5D7wOT

Graph Neural Networks (Basics, DeepWalk, and GraphSage). #BigData #Analytics #MachineLearning #DataScience #AI #NLProc #IoT #IIoT #Python #RStats #TensorFlow #JavaScript #ReactJS #VueJS #GoLang #CloudComputing #Serverless #DataScientist #Linux https://t.co/SagbHb8qfC

DeepWalk: Online Learning of Social Representations #AI #IoT #IIoT #CX #MachineLearning #SelfDrivingCars #fashiontech #SmartCity #AutonomousVehicles #DataScience #BigData #Analytics #JavaScript #Serverless #Linux #RStats #Programming #Coding #NLP #Web3 #5G #Blockchain #Metaverse

ビエナの地下鉄を表すネットワークを使って、DeepWalk での埋め込みとか Graph Convolutional Network (GCN) 使って半教師あり学習とかするノートブック書いた https://t.co/lMU9ZRAL94

DeepWalk: An Illustrated Explanation of Using SkipGram. #BigData #Analytics #DataScience #AI #MachineLearning #NLProc #IoT #IIoT #Python #RStats #JavaScript #ReactJS #CloudComputing #Serverless #DataScientist #Linux #Programming #Coding #100DaysofCode https://t.co/JMPNEELhhd

Gentle Introduction to Graph #NeuralNetworks (Basics, DeepWalk, and GraphSage): https://t.co/vm38fTzdJM #BigData #DataScience #MachineLearning #AI #DeepLearning #Algorithms

ご恵贈賜りました🥳🎉🎉🎉 ぶ、分厚い、、、（笑） GCN, GAT, GGNN, SGC, H2GCN の紹介があり手厚い！ DeepWalk もあるし、spectral の方（超絶好み）も！ グラフニューラルネットワークを愛しているとしか思えない、、、。 おすすめです！！！🥳 Amazon → https://t.co/TsFakzTEbB

複雑ネットワークといえば次数分布がべき分布に従うことを連想しますが，ランダムウォークとword2vecをグラフに適用したDeepWalkの論文で��，単語の頻度分布も同様にべき分布に従うことに言及している

https://t.co/LHmpSZEk5B 各ノード間の距離を保ったままグラフデータの次元削減をするタスクにおいて、DeepWalkより4000倍高速なFastRPを提案。Sparse Random Projectionによる射影行列初期化を踏襲しながら、複数ステップの遷移を逐次的に計算させることにより計算量を削減している。

Alibabaの商品をGraph convで埋め込む手法を提案。ユーザーの閲覧履歴でアイテムをノードとする有向グラフを作り、各ノードにDeepWalkという手法を施す。 https://t.co/B8Xukk6cQb

Day 9 of #100daysofcodechallenge Today I learned the notion of encoders/decoders applied to nodes in a graph. Deepwalk and node2vec methods coming in the next day(s). #GraphML #AI #WomenWhoCode #WomenInSTEM #100DaysOfCode

Day 10 of #100DaysOfCode Today I covered random walk approaches for node embeddings: deepwalk & node2vec. The conclusion of this lecture and last one(s) is... 👇 #GraphML #WomenWhoCode #AI

A collection of Graph Embedding methods in Python. 🧠💎 This repository provides hands-on implementations of essential graph embedding algorithms like: ▪️ DeepWalk ▪️ Node2Vec ▪️ Struc2Vec ▪️ SDNE (Structural Deep Network Embedding) ▪️ LINE (Large-scale Information Network

#KDD2024 のTest of Time awardはnode embeddingの先駆けであるDeepWalkで納得。記念の講演も面白かった。

Honored to win the ACM SIGKDD Test of Time award for "DeepWalk: Online Learning of Social Representations" at KDD'24!! 🏆 (1/3) @kdd_news w/ @BedouinRanger and @StevenSkiena

Congratulations to Bryan Perozzi (@phanein) et al. for winning the ACM SIGKDD Test of Time Award for “DeepWalk: Online Learning of Social Representations”, which set the stage for graph neural network research. https://t.co/eO6pM49wGM #KDD2024 @kdd_news

The first paper I read was revisiting the old DeepWalk paper from 2014 to get my bearings. It is, In summary: for all nodes, generate a random neighbor walk, and feed the walk's nodes to a skipgram model (1/?) https://t.co/0I3MDsxb66

DeepWalk: 5-Minute Interview #AI #bigdata #coding https://t.co/qS4pcqokUw

Check this out!! U of I students started their company DeepWalk in @UIResearchPark a few years ago. This app scans sidewalks to make sure they’re completing ADA compliance. Now, a new program will help companies like theirs thrive. The story tonight at 6:30!