papers-we-learn

旨在归纳Angel高性能分布式机器学习与图计算平台实践过程中所借鉴的计算机领域论文，理论与实践相结合

distributed systems

收录angel实现分布式参数服务器、以及机器学习、图计算框架时借鉴的论文

Resilient Distributed Datasets A Fault-Tolerant Abstraction for In-Memory Cluster Computing(Spark).pdf paper
Parameter Server for Distributed Machine Learning(Parameter Server).pdf paper
Angel a new large-scale machine learning system(Angel).pdf paper
Pregel A System for Large-scale Graph Processing(Pregel).pdf paper
Distributed GraphLab A Framework for Machine Learning and Data Mining in the cloud(GraphLab).pdf paper
PowerGraph Distributed Graph-Parallel Computation on Natural Graphs(PowerGraph).pdf paper
Graphx Unifying Data-Parallel and Graph-Parallel Analytics(Graphx).pdf paper
PSGraph How Tencent trains extremely large-scale graphs with Spark(PSGraph).pdf paper

收录angel实现的传统图算法

The PageRank Citation Ranking Bringing Order to the Web(Pagerank).pdf paper
The H-index of a network node and its relation to degree and coreness(kcore hindex).pdf paper
HyperAnf Approximating the Neighbourhood Function of Very Large Graphs on a Budget(HyperAnf).pdf paper
Centralities in Large Networks Algorithms and Observations(Closeness).pdf paper

收录angel实现的图表示学习相关论文

DeepWalk Online Learning of Social Representations(DeepWalk).pdf paper
LINE Large-scale Information Network Embedding(LINE).pdf paper
Metapath2Vec Scalable Representation Learning for Heterogeneous Networks(Metapath2Vec).pdf paper

收录angel已实现或即将实现的图神经网络相关论文

Graph Convolutional Neural Networks for Web-Scale Recommender Systems(Pinsage).pdf paper
How Powerful Are Graph Neural Networks(GNN and WL Test).pdf paper
Inductive Representation Learning On Large Graphs(Graphsage).pdf paper
Semi-Supervised Classification With Graph Convolutional Networks(GCN).pdf paper
DeepTrax Embedding Graphs of Financial Transactions(Financial).pdf paper

收录angel已实现或即将实现的机器学习算法论文

Ad Click Prediction ~ a View from the Trenches(FTRL).pdf paper
An Introduction to Logistic Regression Analysis and Reporting.pdf paper
Attentional Factorization Machines ~ Learning the Weighted of Feature Interactions via Attention Networks(AttentionFM).pdf paper
Factorization Machines(FM).pdf paper
DeepFM A Factorization-Machine based Neural Network for CTR Prediction(DeepFM).pdf paper
xDeepFM~ Combining Explicit and Implicit Feature Interactions for Recommender Systems(xDeepFM).pdf paper
LDA ~ A Robust and Large-scale Topic Modeling System(LDA).pdf paper
Product-based Neural Networks for User Response Prediction(PNN).pdf paper
Space-Efficient Online Computation of Quantile Summaries(Quantile Summaries).pdf paper
Web-Scale K-Means Clustering(Kmeans).pdf paper
Wide & Deep Learning for Recommender Systems(DeepAndWide).pdf paper
XGBoost ~ A Scalable Tree Boosting System(XGBoost).pdf paper
Deep & Cross Network for Ad Click Predictions(DCN).pdf paper

自然语言处理相关的算法论文

Distributed Representations of Words and Phrases and their Compositionality (Word2Vec).pdf paper