Machine Learning Surveys机器学习综述网站

http://www.mlsurveys.com/ A list of literature surveys, reviews, and tutorials on Machine Learning and related topics: 


Title Year Topic Links
Active Learning Literature Survey 2010 Active Learning  
Two Faces of Active Learning 2011 Active Learning  
A Survey of Emerging Approaches to Spam Filtering 2012 Applications  
A Survey of Online Failure Prediction Methods 2010 Applications  
Ambient Intelligence: A Survey 2011 Applications  
Anomaly Detection: A Survey 2009 Applications  
Mining Data Streams: A Review 2005 Applications  
Workflow Mining: A Survey of Issues and Approaches 2003 Applications  
A Review of Feature Selection in Bioinformatics 2007 Biology  
Automated Protein Structure Classification: A Survey 2009 Biology  
Bioinformatics - An Introduction for Computer Scientists 2004 Biology  
Chemoinformatics - An Introduction for Computer Scientists 2009 Biology  
Computational Challenges in Systems Biology 2009 Biology  
Computational Epigenetics 2008 Biology  
Computational Epigenetics: The New Scientific Paradigm 2010 Biology  
Computational Systems Biology 2002 Biology  
Machine Learning in Bioinformatics: A Brief Survey and Recommendations for Practitioners 2006 Biology  
Molecular Biology for Computer Scientists 1993 Biology  
Progress and Challenges in Protein Structure Prediction 2008 Biology  
Protein Structure Prediction and Structural Genomics 2001 Biology  
Recent Developments and Future Directions in Computational Genomics 2000 Biology  
Supervised Machine Learning: A Review of Classification Techniques 2007 Classification  
A Survey of Fuzzy Clustering 1993 Clustering  
A Survey: Clustering Ensembles Techniques 2009 Clustering  
A Tutorial on Spectral Clustering 2007 Clustering  
Clustering in Life Sciences 2002 Clustering  
Clustering Methods 2005 Clustering  
Clustering of Time Series Data - A Survey 2005 Clustering  
Clustering Stability: An Overview 2010 Clustering  
Data Clustering: 50 Years Beyond K-Means 2010 Clustering  
Data Clustering: A Review 1999 Clustering  
On Clustering Validation Techniques 2001 Clustering  
Parallel Clustering Algorithms: A Survey 2009 Clustering  
Recent Advances in Clustering: A Brief Survey 2004 Clustering  
Subspace Clustering for High Dimensional Data: A Review 2004 Clustering  
Survey of Clustering Algorithms 2005 Clustering  
Survey of Clustering Data Mining Techniques 2006 Clustering  
Unsupervised and Semi-supervised Clustering: a Brief Survey 2004 Clustering  
XML Data Clustering: An Overview 2011 Clustering  
A Comparative Study of Palmprint Recognition Algorithms 2012 Computer Vision  
Detecting Faces in Images: A Survey 2002 Computer Vision  
Human Activity Analysis: A Review 2011 Computer Vision  
Object tracking: A Survey 2006 Computer Vision  
Pedestrian Detection: An Evaluation of the State of the Art 2012 Computer Vision  
Subspace Methods for Face Recognition 2010 Computer Vision  
A Survey of Schema-based Matching Approaches 2005 Databases  
Data Fusion 2008 Databases  
Duplicate Record Detection: A Survey 2007 Databases  
Overview of Record Linkage and Current Research Directions 2006 Databases  
Representation Learning: A Review and New Perspectives 2012 Deep Learning  
A Survey of Dimension Reduction Techniques 2002 Dimension Reduction  
An Introduction to Variable and Feature Selection 2003 Dimension Reduction  
Dimensionality Reduction: A Comparative Review 2009 Dimension Reduction  
Toward Integrating Feature Selection Algorithms for Classification and Clustering 2005 Dimension Reduction  
Auctions and Bidding: A Guide for Computer Scientists 2011 Economics  
Computational Finance 2004 Economics  
Computational Sustainability 2009 Economics  
Computer Poker: A Review 2011 Game Theory  
A Survey of Interestingness Measures for Knowledge Discovery 2005 Machine Learning  
A Survey of Kernels for Structured Data 2003 Machine Learning  
A Survey on Wavelet Applications in Data Mining 2002 Machine Learning  
A Tutorial on Bayesian Nonparametric Models 2011 Machine Learning  
Interestingness Measures for Data Mining: A Survey 2006 Machine Learning  
Semi-Supervised Learning Literature Survey 2007 Machine Learning  
Survey on Frequent Pattern Mining 2003 Machine Learning  
A Survey of Evolutionary Algorithms for Data Mining and Knowledge Discovery 2003 Natural Computing  
Artificial Immune Systems 2005 Natural Computing  
Data Mining in Soft Computing Framework: A Survey 2002 Natural Computing  
Neural Networks for Classification: A Survey 2000 Natural Computing  
A Survey of Named Entity Recognition and Classification 2007 Natural Language Processing  
A Survey on Sentiment Detection of Reviews 2009 Natural Language Processing  
Adaptive Information Extraction 2006 Natural Language Processing  
Information Extraction 2008 Natural Language Processing  
Machine Learning in Automated Text Categorization 2002 Natural Language Processing  
Machine Transliteration Survey 2011 Natural Language Processing  
Ontology Learning From Text: A Look Back And Into The Future 2012 Natural Language Processing  
Opinion Mining and Sentiment Analysis 2008 Natural Language Processing  
Probabilistic Topic Models 2012 Natural Language Processing  
Statistical Machine Translation 2008 Natural Language Processing  
Survey of Text Clustering 2005 Natural Language Processing  
Topic Models 2009 Natural Language Processing  
Web Mining Research: A Survey 2000 Natural Language Processing  
Word Sense Desambiguation: A Survey 2009 Natural Language Processing  
A Survey of Statistical Network Models 2010 Networks  
Communities in Networks 2009 Networks  
Community Detection in Graphs 2010 Networks  
Comparing Community Structure Identification 2005 Networks  
Detecting Community Structure in Networks 2004 Networks  
Graph Clustering 2007 Networks  
Graph Mining: Laws, Generators, and Algorithms 2006 Networks  
Link Mining: A New Data Mining Challenge 2003 Networks  
Link Mining: A Survey 2005 Networks  
A Survey of Very Large-Scale Neighborhood Search Techniques 2001 Others  
Ensemble Approaches for Regression: a Survey 2012 Regression  
A Survey of Reinforcement Learning in Relational Domains 2005 Reinforcement Learning  
Reinforcement Learning: A Survey 1996 Reinforcement Learning  
Algorithms for Association Rule Mining - A General Survey and Comparison 2000 Rule Learning  
Association Mining 2006 Rule Learning  
A Review on Time Series Data Mining 2011 Time Series  
Discrete Wavelet Transform-Based Time Series Analysis and Mining 2011 Time Series  
Time-Series Data Mining 2012 Time Series  
A Survey on Transfer Learning 2010 Transfer Learning  
A Survey of Web Clustering Engines 2009 Web Mining  
A Survey of Web Metrics 2002 Web Mining  
A Taxonomy of Sequential Pattern Mining Algorithms 2010 Web Mining  
An Overview of Web Data Clustering Practices 2005 Web Mining  
Data Mining for Hypertext: A Tutorial Survey 2000 Web Mining  
Mining Interesting Knowledge from Weblogs: A Survey 2005 Web Mining  
Web Page Classification: Features and Algorithms 2009 Web Mining  

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