AI 2000数据挖掘领域学者排名每年选出前10名学者为“最具影响力学者”，前11-100名学者为“最具影响力学者提名”。该名录旨在表彰推动数据挖掘领域进步和创新的杰出学者。
我们会持续优化排名的产品和数据。如果您对产品和数据有合作意向，或者有任何问题和建议，请联系我们：aiopen@aminer.cn。
查查你的排名:
1
-
Sensor Network
Sensor Networks
Graphical Model
Machine Learning
Wireless Sensor Networks
得分：49k
2
-
Collaborative Filtering
Recommender System
Deep Learning
Feature-based Matrix Factorization
Matrix Factorization
得分：34k
3
-
得分：21k
4
Machine Learning
Multi-objective Recommender System
Web Page Content
Spam Detection
Pareto-efficient Hybridization
得分：15k
5
Feature Extraction
Chinese Characters
Machine Learning
Parallel Thinning Algorithm
Character Recognition
得分：15k
6
2
Reinforcement Learning
Machine Learning
UCT
Offline Reinforcement Learning
Multi-objective Reinforcement Learning
得分：11k
8
2
得分：10k
9
2
Random Walk
Deep Learning
Representation Learning
Generative Adversarial Networks
Power Series
得分：10k
11
1
Data Mining
Link Prediction
Graph Neural Networks
Social Network Analysis
Complex Network
得分：6k
13
2
得分：5k
14
1
Mobile Device
Data Mining
Recommender System
Collaborative Filtering
Recommender Systems
得分：5k
15
3
Data Mining
Social Network
Deep Learning
Transaction Processing
Distributed Databases
得分：4k
16
2
Data Mining
Machine Learning
Link Prediction
Class Imbalance
Decision Tree
得分：4k
17
4
Data Mining
Data Cube
Heterogeneous Information Network
Relational Databases
Knowledge Discovery
得分：4k
19
3
Recommender Systems
Knowledge Graph
Data Mining
Novelty-seeking Trait
Location Recommendation
得分：3k
21
7
得分：3k
22
39
Bayesian Optimization
Black-box Optimization
Hyperparameter Optimization
Machine Learning System
Next-generation Hyperparameter Optimization Framework
得分：3k
23
39
Stochastic Simulation
Line Edge Roughness
Extreme Ultraviolet Lithography
Critical Dimension Error
Acid Diffusion
得分：3k
24
39
Hyperparameter Optimization
Bayesian Optimization
Machine Learning System
Black-box Optimization
Interactive Machine Learning
得分：3k
25
39
Machine Learning System
Bayesian Optimization
Black-box Optimization
Hyperparameter Optimization
Bundling Linguistic Trees
得分：3k
26
3
Signal Processing
Parameter Estimation
Wireless Sensor Networks
Gaussian Noise
Signal To Noise Ratio
得分：3k
27
11
得分：3k
29
10
Social Media
Graph Neural Networks
Social Network
Proposed Framework
Recommender Systems
得分：3k
30
1
Graph Neural Networks
Automated Machine Learning
Dynamic Time Warping
Mutual Information
Node Classification
得分：3k
31
10
Machine Learning
Support Vector Machines
Support Vector
Support Vector Machine
Kernel Methods
得分：3k
32
1
Hierarchical Temporal Convolutional Networks
Multi-modal User Embedding Framework
Dynamic Recommender Systems
Web-scale Recommender Systems
Graph Convolutional Neural Networks
得分：3k
33
12
Recommendation
Recommender System
Recommender Systems
Graph Neural Networks
Collaborative Filtering
得分：3k
34
1
Thermophotonics
Light-emitting Diodes
Electroluminescent Cooling
Stochastic Dominance Degree
Thermal Radiation
得分：3k
35
1
Recommender Systems
Dynamic Partial Reconfiguration
Markov Chains
Placement
Partial Reconfiguration Module
得分：3k
36
1
Graph Representation Learning
Knowledge Graphs
Representation Learning
First-order Logic
Time Complexity
得分：3k
37
10
Recommender System
Recommender Systems
Collaborative Filtering
Implicit Feedback
Location Recommendation
得分：3k
39
33
Recommender Systems
Network Embedding
Multi-view Learning
Graph Neural Network
Negative Sampling
得分：3k
40
19
Social Media
Data Mining
Sentiment Analysis
Network Embedding
Recommender Systems
得分：2k
41
-
Language Model
Speech Recognition
Speech Processing
Information Retrieval
Search Engine
得分：2k
42
13
Social Media
Fake News
Graph Neural Networks
Fake News Detection
Graph Neural Network
得分：2k
43
20
Machine Learning
Data Mining
Linear Discriminant Analysis
Feature Extraction
Multi-task Learning
得分：2k
45
13
得分：2k
47
16
Heterogeneous Information Network
Information Network
Data Mining
Heterogeneous Network
Heterogeneous Information Networks
得分：2k
48
9
Natural Neighbor Interpolation
Anomalous Behavior
Recommender Systems
Fraud Detection
Suspicious Behavior
得分：2k
49
7
Data Mining
Social Network
Collaborative Filtering
Recommender System
Recommender Systems
得分：2k
50
24
得分：2k
51
7
Computer Science
Natural Language Processing
Artificial Intelligence
Sampling (statistics)
Self-supervised Learning
得分：2k
52
15
得分：2k
53
47
Question Answering
Image Retrieval
Feature Extraction
Image Annotation
Visualization
得分：2k
54
1
Trajectory
Data Mining
Global Positioning System
Gps Trajectory
Human Mobility
得分：2k
55
12
Information Retrieval
Search Engine
Online Advertising
Machine Learning
Web Search
得分：2k
56
32
得分：2k
57
22
Display Advertising
Click-through Rate Prediction
Online Advertising
Bid Optimization
Blind Source Separation
得分：2k
58
12
Truth Discovery
Healthcare Informatics
Computer Science
Deep Learning
Attention Mechanism
得分：2k
59
15
Conditional Random Field
Graphical Model
Bayesian Network
Machine Learning
Dynamic Bayesian Network
得分：2k
61
30
得分：2k
62
16
Textual Databases
Statistical Databases
Probabilistic Models
Machine Learning
Knowledge Bases
得分：2k
63
16
Image Segmentation
Image Analysis
Object Detection
Markov Random Fields
Metabolic Pathway
得分：2k
64
16
得分：2k
65
16
Information Extraction
Knowledge Bases
Machine Learning
Probabilistic Models
Statistical Databases
得分：2k
66
16
Information Extraction
Knowledge Base
Search-based Question Answering
Knowledge Base Completion
Aggregate Candidate Answer
得分：2k
68
54
Recommendation
Graph Neural Networks
Collaborative Filtering
Graph Neural Network
Computer Science
得分：2k
69
36
Knowledge Graph
Collaborative Filtering
Relation Extraction
Recommendation
Recommender System
得分：2k
70
47
Heterogeneous Information Network
Graph Neural Networks
Schizophrenia
Complex Network
Network Embedding
得分：2k
71
24
Recommender System
Sequential Prediction
Sequential Recommendation
Off-policy Learning
Brain-computer Interface
得分：2k
72
1
Graph Neural Network
Disinfection
High-order Proximity
Network Embedding
Deep Learning
得分：1k
75
20
Question Answering
Semantic Web
Model Checking
Semantic Search
Software Reusability
得分：1k
77
19
Data Mining
High Dimensional Data
Nuclear Magnetic Resonance
Clustering Algorithms
Kernel Density Estimate
得分：1k
78
1
Recommender System
Recommender Systems
Location-based Service
Self-supervised Learning
Cold Start
得分：1k
79
4
Data Visualization
Visualization
Data Visualisation
Data Models
Computational Geometry
得分：1k
80
2
得分：1k
81
2
Computational Geometry
Machine Learning
Data Mining
Graphics Hardware
Wireless Sensor Networks
得分：1k
82
1
得分：1k
85
33
得分：1k
86
4
得分：1k
88
10
Data Mining
Transfer Learning
Machine Learning
Artificial Intelligence
Federated Learning
得分：1k
89
23
Deep Learning
Recommender Systems
Recommender System
Item Content Information
Machine Learning
得分：1k
90
17
SLAM
Lidar
Graph Neural Networks
Graph Neural Network
Representation Learning
得分：1k
91
25
Computer Science
Learning Artificial Intelligence
Metric Learning
Kernel Method
Face Recognition
得分：1k
92
26
Matrix Factorization
Visual Tracking
Robust Matrix Factorization
Deep Learning
Object Detection
得分：1k
93
26
Click-through Rate Prediction
Deep Learning
User Modeling
Computer Science
Process (computing)
得分：1k
95
2
Natural Language Processing
Machine Learning
Computer Science
Electronic Health Records
Electronic Health Record
得分：1k
97
11
Feature Selection
Reproducing Kernel Hilbert Space
Graphical Model
Neural Network
Machine Learning
得分：1k
98
9
Support Vector Machine
Machine Learning
Information Retrieval
Search Engine
Implicit Feedback
得分：1k
1
-
Sensor Network
Sensor Networks
Graphical Model
Machine Learning
Wireless Sensor Networks
得分：49k
2
-
Collaborative Filtering
Recommender System
Deep Learning
Feature-based Matrix Factorization
Matrix Factorization
得分：34k
3
-
得分：21k
4
Machine Learning
Multi-objective Recommender System
Web Page Content
Spam Detection
Pareto-efficient Hybridization
得分：15k
5
Feature Extraction
Chinese Characters
Machine Learning
Parallel Thinning Algorithm
Character Recognition
得分：15k
6
2
Reinforcement Learning
Machine Learning
UCT
Offline Reinforcement Learning
Multi-objective Reinforcement Learning
得分：11k
8
2
得分：10k
9
2
Random Walk
Deep Learning
Representation Learning
Generative Adversarial Networks
Power Series
得分：10k
11
1
Data Mining
Link Prediction
Graph Neural Networks
Social Network Analysis
Complex Network
得分：6k
13
2
得分：5k
14
1
Mobile Device
Data Mining
Recommender System
Collaborative Filtering
Recommender Systems
得分：5k
15
3
Data Mining
Social Network
Deep Learning
Transaction Processing
Distributed Databases
得分：4k
16
2
Data Mining
Machine Learning
Link Prediction
Class Imbalance
Decision Tree
得分：4k
17
4
Data Mining
Data Cube
Heterogeneous Information Network
Relational Databases
Knowledge Discovery
得分：4k
19
3
Recommender Systems
Knowledge Graph
Data Mining
Novelty-seeking Trait
Location Recommendation
得分：3k
21
7
得分：3k
22
39
Bayesian Optimization
Black-box Optimization
Hyperparameter Optimization
Machine Learning System
Next-generation Hyperparameter Optimization Framework
得分：3k
23
39
Stochastic Simulation
Line Edge Roughness
Extreme Ultraviolet Lithography
Critical Dimension Error
Acid Diffusion
得分：3k
24
39
Hyperparameter Optimization
Bayesian Optimization
Machine Learning System
Black-box Optimization
Interactive Machine Learning
得分：3k
25
39
Machine Learning System
Bayesian Optimization
Black-box Optimization
Hyperparameter Optimization
Bundling Linguistic Trees
得分：3k
26
3
Signal Processing
Parameter Estimation
Wireless Sensor Networks
Gaussian Noise
Signal To Noise Ratio
得分：3k
27
11
得分：3k
29
10
Social Media
Graph Neural Networks
Social Network
Proposed Framework
Recommender Systems
得分：3k
30
1
Graph Neural Networks
Automated Machine Learning
Dynamic Time Warping
Mutual Information
Node Classification
得分：3k
31
10
Machine Learning
Support Vector Machines
Support Vector
Support Vector Machine
Kernel Methods
得分：3k
32
1
Hierarchical Temporal Convolutional Networks
Multi-modal User Embedding Framework
Dynamic Recommender Systems
Web-scale Recommender Systems
Graph Convolutional Neural Networks
得分：3k
33
12
Recommendation
Recommender System
Recommender Systems
Graph Neural Networks
Collaborative Filtering
得分：3k
34
1
Thermophotonics
Light-emitting Diodes
Electroluminescent Cooling
Stochastic Dominance Degree
Thermal Radiation
得分：3k
35
1
Recommender Systems
Dynamic Partial Reconfiguration
Markov Chains
Placement
Partial Reconfiguration Module
得分：3k
36
1
Graph Representation Learning
Knowledge Graphs
Representation Learning
First-order Logic
Time Complexity
得分：3k
37
10
Recommender System
Recommender Systems
Collaborative Filtering
Implicit Feedback
Location Recommendation
得分：3k
39
33
Recommender Systems
Network Embedding
Multi-view Learning
Graph Neural Network
Negative Sampling
得分：3k
40
19
Social Media
Data Mining
Sentiment Analysis
Network Embedding
Recommender Systems
得分：2k
41
-
Language Model
Speech Recognition
Speech Processing
Information Retrieval
Search Engine
得分：2k
42
13
Social Media
Fake News
Graph Neural Networks
Fake News Detection
Graph Neural Network
得分：2k
43
20
Machine Learning
Data Mining
Linear Discriminant Analysis
Feature Extraction
Multi-task Learning
得分：2k
45
13
得分：2k
47
16
Heterogeneous Information Network
Information Network
Data Mining
Heterogeneous Network
Heterogeneous Information Networks
得分：2k
48
9
Natural Neighbor Interpolation
Anomalous Behavior
Recommender Systems
Fraud Detection
Suspicious Behavior
得分：2k
49
7
Data Mining
Social Network
Collaborative Filtering
Recommender System
Recommender Systems
得分：2k
50
24
得分：2k
51
7
Computer Science
Natural Language Processing
Artificial Intelligence
Sampling (statistics)
Self-supervised Learning
得分：2k
52
15
得分：2k
53
47
Question Answering
Image Retrieval
Feature Extraction
Image Annotation
Visualization
得分：2k
54
1
Trajectory
Data Mining
Global Positioning System
Gps Trajectory
Human Mobility
得分：2k
55
12
Information Retrieval
Search Engine
Online Advertising
Machine Learning
Web Search
得分：2k
56
32
得分：2k
57
22
Display Advertising
Click-through Rate Prediction
Online Advertising
Bid Optimization
Blind Source Separation
得分：2k
58
12
Truth Discovery
Healthcare Informatics
Computer Science
Deep Learning
Attention Mechanism
得分：2k
59
15
Conditional Random Field
Graphical Model
Bayesian Network
Machine Learning
Dynamic Bayesian Network
得分：2k
61
30
得分：2k
62
16
Textual Databases
Statistical Databases
Probabilistic Models
Machine Learning
Knowledge Bases
得分：2k
63
16
Image Segmentation
Image Analysis
Object Detection
Markov Random Fields
Metabolic Pathway
得分：2k
64
16
得分：2k
65
16
Information Extraction
Knowledge Bases
Machine Learning
Probabilistic Models
Statistical Databases
得分：2k
66
16
Information Extraction
Knowledge Base
Search-based Question Answering
Knowledge Base Completion
Aggregate Candidate Answer
得分：2k
68
54
Recommendation
Graph Neural Networks
Collaborative Filtering
Graph Neural Network
Computer Science
得分：2k
69
36
Knowledge Graph
Collaborative Filtering
Relation Extraction
Recommendation
Recommender System
得分：2k
70
47
Heterogeneous Information Network
Graph Neural Networks
Schizophrenia
Complex Network
Network Embedding
得分：2k
71
24
Recommender System
Sequential Prediction
Sequential Recommendation
Off-policy Learning
Brain-computer Interface
得分：2k
72
1
Graph Neural Network
Disinfection
High-order Proximity
Network Embedding
Deep Learning
得分：1k
75
20
Question Answering
Semantic Web
Model Checking
Semantic Search
Software Reusability
得分：1k
77
19
Data Mining
High Dimensional Data
Nuclear Magnetic Resonance
Clustering Algorithms
Kernel Density Estimate
得分：1k
78
1
Recommender System
Recommender Systems
Location-based Service
Self-supervised Learning
Cold Start
得分：1k
79
4
Data Visualization
Visualization
Data Visualisation
Data Models
Computational Geometry
得分：1k
80
2
得分：1k
81
2
Computational Geometry
Machine Learning
Data Mining
Graphics Hardware
Wireless Sensor Networks
得分：1k
82
1
得分：1k
85
33
得分：1k
86
4
得分：1k
88
10
Data Mining
Transfer Learning
Machine Learning
Artificial Intelligence
Federated Learning
得分：1k
89
23
Deep Learning
Recommender Systems
Recommender System
Item Content Information
Machine Learning
得分：1k
90
17
SLAM
Lidar
Graph Neural Networks
Graph Neural Network
Representation Learning
得分：1k
91
25
Computer Science
Learning Artificial Intelligence
Metric Learning
Kernel Method
Face Recognition
得分：1k
92
26
Matrix Factorization
Visual Tracking
Robust Matrix Factorization
Deep Learning
Object Detection
得分：1k
93
26
Click-through Rate Prediction
Deep Learning
User Modeling
Computer Science
Process (computing)
得分：1k
95
2
Natural Language Processing
Machine Learning
Computer Science
Electronic Health Records
Electronic Health Record
得分：1k
97
11
Feature Selection
Reproducing Kernel Hilbert Space
Graphical Model
Neural Network
Machine Learning
得分：1k
98
9
Support Vector Machine
Machine Learning
Information Retrieval
Search Engine
Implicit Feedback
得分：1k