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2018-Graph Convolutional Neural Networks for Web-Scale Recommender Systems
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2018-Graph Convolutional Neural Networks for Web-Scale Recommender Systems

Hybrid Artificial Intelligent Systems: 13th International Conference, HAIS 2018, Oviedo, Spain, June 20-22, 2018, Proceedings (Lecture Notes in Computer Science) This volume constitutes the refereed proceedings of the 13th International Conference on Hybrid Artificial Intelligent Systems, HAIS 2018, held in Oviedo, Spain, in June 2018. The 62 full papers published in this volume were carefully reviewed and selected from 104 submissions. They are organized in the following topical sections: Neurocomputing, fuzzy systems, rough sets, evolutionary algorithms, Agents and Multiagent Systems, and alike. Table of Contents Chapter 1. A Deep Learning-Based Recommendation System to Enable End User Access to Financial Linked Knowledge Chapter 2. On the Use of Random Discretization and Dimensionality Reduction in Ensembles for Big Data Chapter 3. Hybrid Deep Learning Based on GAN for Classifying BSR Noises from Invehicle Sensors Chapter 4. Inferring User Expertise from Social Tagging in Music Recommender Systems for Streaming Services Chapter 5. Learning Logical Definitions of n-Ary Relations in Graph Databases Chapter 6. GAparsimony: An R Package for Searching Parsimonious Models by Combining Hyperparameter Optimization and Feature Selection Chapter 7. Improving Adaptive Optics Reconstructions with a Deep Learning Approach Chapter 8. Complexity of Rule Sets in Mining Incomplete Data Using Characteristic Sets and Generalized Maximal Consistent Blocks Chapter 9. Optimization of the University Transportation by Contraction Hierarchies Method and Clustering Algorithms Chapter 10. Identification of Patterns in Blogosphere Considering Social Positions of Users and Reciprocity of Relations Chapter 11. SmartFD: A Real Big Data Application for Electrical Fraud Detection Chapter 12. Multi-class Imbalanced Data Oversampling for Vertebral Column Pathologies Classification Chapter 13. A Hybrid Genetic-Bootstrapping Approach to Link Resources in the Web of Data Chapter 14. Modelling and Forecasting of the 222Rn Radiation Level Time Series at the Canfranc Underground Laboratory Chapter 15. Sensor Fault Detection and Recovery Methodology for a Geothermal Heat Exchanger Chapter 16. Distinctive Features of Asymmetric Neural Networks with Gabor Filters Chapter 17. Tuning CNN Input Layout for IDS with Genetic Algorithms Chapter 18. Improving the Accuracy of Prediction Applications by Efficient Tuning of Gradient Descent Using Genetic Algorithms Chapter 19. Mono-modal Medical Image Registration with Coral Reef Optimization Chapter 20. Evaluating Feature Selection Robustness on High-Dimensional Data Chapter 21. Generalized Probability Distribution Mixture Model for Clustering Chapter 22. A Hybrid Approach to Mining Conditions Chapter 23. A First Attempt on Monotonic Training Set Selection Chapter 24. Dealing with Missing Data and Uncertainty in the Context of Data Mining Chapter 25. A Preliminary Study of Diversity in Extreme Learning Machines Ensembles Chapter 26. Orthogonal Learning Firefly Algorithm Chapter 27. Multi-label Learning by Hyperparameters Calibration for Treating Class Imbalance Chapter 28. Drifted Data Stream Clustering Based on ClusTree Algorithm Chapter 29. Featuring the Attributes in Supervised Machine Learning Chapter 30. Applying VorEAl for IoT Intrusion Detection Chapter 31. Evaluation of a Wrist-Based Wearable Fall Detection Method Chapter 32. EnerVMAS: Virtual Agent Organizations to Optimize Energy Consumption Using Intelligent Temperature Calibration Chapter 33. Tool Wear Estimation and Visualization Using Image Sensors in Micro Milling Manufacturing Chapter 34. Compensating Atmospheric Turbulence with Convolutional Neural Networks for Defocused Pupil Image Wave-Front Sensors Chapter 35. Using Nonlinear Quantile Regression for the Estimation of Software Cost Chapter 36. A Distributed Drone-Oriented Architecture for In-Flight Object Detection Chapter 37. 3D Gabor Filters for Chest Segmentation in DCE-MRI Chapter 38. Fingertips Segmentation of Thermal Images and Its Potential Use in Hand Thermoregulation Analysis Chapter 39. Listen to This: Music Recommendation Based on One-Class Support Vector Machine Chapter 40. Improving Forecasting Using Information Fusion in Local Agricultural Markets Chapter 41. Chord Progressions Selection Based on Song Audio Features Chapter 42. LearnSec: A Framework for Full Text Analysis Chapter 43. A Mood Analysis on Youtube Comments and a Method for Improved Social Spam Detection Chapter 44. An Improved Comfort Biased Smart Home Load Manager for Grid Connected Homes Under Direct Load Control Chapter 45. Remifentanil Dose Prediction for Patients During General Anesthesia Chapter 46. Classification of Prostate Cancer Patients and Healthy Individuals by Means of a Hybrid Algorithm Combing SVM and Evolutionary Algorithms Chapter 47. A Hybrid Deep Learning System of CNN and LRCN to Detect Cyberbullying from SNS Comments Chapter 48. Taxonomy-Based Detection of User Emotions for Advanced Artificial Intelligent Applications Chapter 49. Prediction of the Energy Demand of a Hotel Using an Artificial Intelligence-Based Model Chapter 50. A Hybrid Algorithm for the Prediction of Computer Vision Syndrome in Health Personnel Based on Trees and Evolutionary Algorithms Chapter 51. An Algorithm Based on Satellite Observations to Quality Control Ground Solar Sensors: Analysis of Spanish Meteorological Networks Chapter 52. Predicting Global Irradiance Combining Forecasting Models Through Machine Learning Chapter 53. A Hybrid Algorithm for the Assessment of the Influence of Risk Factors in the Development of Upper Limb Musculoskeletal Disorders Chapter 54. Evolutionary Computation on Road Safety Chapter 55. Memetic Modified Cuckoo Search Algorithm with ASSRS for the SSCF Problem in Self-Similar Fractal Image Reconstruction Chapter 56. A Re-description Based Developmental Approach to the Generation of Value Functions for Cognitive Robots Chapter 57. A Hybrid Iterated Local Search for Solving a Particular Two-Stage Fixed-Charge Transportation Problem Chapter 58. Change Detection in Multidimensional Data Streams with Efficient Tensor Subspace Model Chapter 59. A View of the State of the Art of Dialogue Systems Chapter 60. An Adaptive Approach for Index Tuning with Learning Classifier Systems on Hybrid Storage Environments Chapter 61. Electrical Behavior Modeling of Solar Panels Using Extreme Learning Machines Chapter 62. A Hybrid Clustering Approach for Diagnosing Medical Diseases

KGCN-火炬这是（）的Pytorch实现：推荐系统的知识图卷积网络王宏伟，赵M，谢星，李文杰，郭敏仪。在2019年网络会议论文集（WWW 2019）中数据集电影电影的原始分级文件太大，无法包含在此仓库中。首先对评级数据进行分类 $ wget http://files.grouplens.org/datasets/movielens/ml-20m.zip $ unzip ml-20m.zip $ mv ml-20m/ratings.csv data/movie/ 音乐没事做其他数据集如果要使用自己的数据集，则需要准备2个数据。评分数据每行应包含（user-item-rating）在此回购中，它是pandas数据框结构。（看看data_loader.py ）知识图每个三元组（头-关系尾）由知识图组成在此仓库中，它是字典类型。（看看data_

Graph Convolutional Neural Networks for Web-Scale Recommender Systems 用于Web级推荐系统的图形卷积神经网络 ABSTRACT Recent advancements in deep neural networks for graph-structured data have led to state-of-the-art pe...

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