机器学习经典论文

转载自 Machine Learning Surveys

Active Learning

• Two Faces of Active Learning250, Dasgupta, 2011

• Active Learning Literature Survey63, Settles, 2010

Applications

• A Survey of Emerging Approaches to Spam Filtering58, Caruana, 2012

• Ambient Intelligence: A Survey18, Sadri, 2011

• A Survey of Online Failure Prediction Methods23, Salfner, 2010

• Anomaly Detection: A Survey11, Chandola, 2009

• Mining Data Streams: A Review14, Gaber, 2005

• Workflow Mining: A Survey of Issues and Approaches9, Aalst, 2003

Biology

• Support Vector Machines in Bioinformatics: a Survey43, Chicco, 2012

• Computational Epigenetics: The New Scientific Paradigm 6, Lim, 2010

• Automated Protein Structure Classification: A Survey10, Hassanzadeh, 2009

• Chemoinformatics - An Introduction for Computer Scientists6, Brown, 2009

• Computational Challenges in Systems Biology4, Heath, 2009

• Computational Epigenetics 6, Bock, 2008

• Progress and Challenges in Protein Structure Prediction5, Zhang, 2008

• A Review of Feature Selection in Bioinformatics6, Saeys, 2007

• Machine Learning in Bioinformatics: A Brief Survey and Recommendations for Practitioners13, Bhaskar, 2006

• Bioinformatics - An Introduction for Computer Scientists2, Cohen, 2004

• Computational Systems Biology2, Kitano, 2002

• Protein Structure Prediction and Structural Genomics4, Baker, 2001

• Recent Developments and Future Directions in Computational Genomics2, Tsoka, 2000

• Molecular Biology for Computer Scientists1, Hunter, 1993

Classification

• Supervised Machine Learning: A Review of Classification Techniques99, Kotsiantis, 2007

Clustering

• XML Data Clustering: An Overview18, Algergawy, 2011

• Data Clustering: 50 Years Beyond K-Means21, Jain, 2010

• Clustering Stability: An Overview9, Luxburg, 2010

• Parallel Clustering Algorithms: A Survey7, Kim, 2009

• A Survey: Clustering Ensembles Techniques3, Ghaemi, 2009

• A Tutorial on Spectral Clustering9, Luxburg, 2007

• Survey of Clustering Data Mining Techniques4, Berkhin, 2006

• Survey of Clustering Algorithms7, Xu, 2005

• Clustering of Time Series Data - A Survey4, Liao, 2005

• Clustering Methods7, Rokach, 2005

• Recent Advances in Clustering: A Brief Survey4, Kotsiantis, 2004

• Subspace Clustering for High Dimensional Data: A Review2, Parsons, 2004

• Unsupervised and Semi-supervised Clustering: a Brief Survey4, Grira, 2004

• Clustering in Life Sciences3, Zhao, 2002

• On Clustering Validation Techniques2, Halkidi, 2001

• Data Clustering: A Review4, Jain, 1999

• A Survey of Fuzzy Clustering5, Yang, 1993

Computer Vision

• Pedestrian Detection: An Evaluation of the State of the Art26, Dollar, 2012

• A Comparative Study of Palmprint Recognition Algorithms10, Zhang, 2012

• Human Activity Analysis: A Review6, Aggarwal, 2011

• Subspace Methods for Face Recognition7, Rao, 2010

• Context Based Object Categorization: A Critical Survey5, Galleguillos, 2010

• Object tracking: A Survey11, Yilmaz, 2006

• Detecting Faces in Images: A Survey8, Yang, 2002

Databases

• Data Fusion10, Bleiholder, 2008

• Duplicate Record Detection: A Survey2, Elmagarmid, 2007

• Overview of Record Linkage and Current Research Directions2, Winkler, 2006

• A Survey of Schema-based Matching Approaches3, Shvaiko, 2005

Deep Learning

• Representation Learning: A Review and New Perspectives84, Bengio, 2012

Dimension Reduction

• Dimensionality Reduction: A Comparative Review12, Maaten, 2009

• Dimension Reduction: A Guided Tour5, Burges, 2009

• A Survey of Manifold-Based Learning Methods2, Huo, 2007

• Toward Integrating Feature Selection Algorithms for Classification and Clustering4, Liu, 2005

• An Introduction to Variable and Feature Selection4, Guyon, 2003

• A Survey of Dimension Reduction Techniques3, Fodor, 2002

Economics

• Auctions and Bidding: A Guide for Computer Scientists8, Parsons, 2011

• Computational Sustainability2, Gomes, 2009

• Computational Finance5, Tsang, 2004

Game Theory

• Computer Poker: A Review14, Rubin, 2011

Graphical Models

• An Introduction to Variational Methods for Graphical Models12, Jordan, 1999

Kernel Methods

• Kernels for Vector-Valued Functions: a Review16, Alvarez, 2012

Learning Theory

• Introduction to Statistical Learning Theory21, Bousquet, 2004

Machine Learning

• A Few Useful Things to Know about Machine Learning35, Domingos, 2012

• A Tutorial on Bayesian Nonparametric Models11, Blei, 2011

• Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning7, Criminisi, 2011

• Top 10 Algorithms in Data Mining24, Wu, 2008

• Semi-Supervised Learning Literature Survey2, Zhu, 2007

• Interestingness Measures for Data Mining: A Survey1, Geng, 2006

• A Survey of Interestingness Measures for Knowledge Discovery3, McGarry, 2005

• A Tutorial on the Cross-Entropy Method, Boer, 2005

• A Survey of Kernels for Structured Data1, Gartner, 2003

• Survey on Frequent Pattern Mining, Goethals, 2003

• The Boosting Approach to Machine Learning: An Overview3, Schapire, 2003

• A Survey on Wavelet Applications in Data Mining, Li, 2002

Mathematics

• Topology and Data18, Carlsson, 2009

Multi-armed Bandit

• Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems9, Bubeck, 2012

Natural Computing

• Reservoir Computing Approaches to Recurrent Neural Network Training, Jaeger, 2009

• Artificial Immune Systems, Aickelin, 2005

• A Survey of Evolutionary Algorithms for Data Mining and Knowledge Discovery1, Freitas?? , 2003

• Data Mining in Soft Computing Framework: A Survey2, Mitra, 2002

• Neural Networks for Classification: A Survey3, Zhang, 2000

Natural Language Processing

• Probabilistic Topic Models8, Blei, 2012

• Ontology Learning From Text: A Look Back And Into The Future2, Wong, 2012

• Machine Transliteration Survey1, Karimi, 2011

• Translation Techniques in Cross-Language Information Retrieval, Zhou, 2011

• Comprehensive Review of Opinion Summarization1, Kim, 2011

• A Survey on Sentiment Detection of Reviews, Tang, 2009

• Word Sense Desambiguation: A Survey, Navigli, 2009

• Topic Models3, Blei, 2009

• Opinion Mining and Sentiment Analysis, Pang, 2008

• Information Extraction2, Sarawagi, 2008

• Statistical Machine Translation, Lopez, 2008

• A Survey of Named Entity Recognition and Classification2, Nadeau, 2007

• Adaptive Information Extraction, Turmo, 2006

• Survey of Text Clustering1, Jing, 2005

• Machine Learning in Automated Text Categorization, Sebastiani, 2002

• Web Mining Research: A Survey, Kosala, 2000

Networks

• Community Detection in Graphs2, Fortunato, 2010

• A Survey of Statistical Network Models1, Goldenberg, 2010

• Communities in Networks1, Porter, 2009

• Graph Clustering2, Schaeffer, 2007

• Graph Mining: Laws, Generators, and Algorithms4, Chakrabarti, 2006

• Comparing Community Structure Identification2, Danon, 2005

• Link Mining: A Survey3, Getoor, 2005

• Detecting Community Structure in Networks1, Newman, 2004

• Link Mining: A New Data Mining Challenge1, Getoor, 2003

On-Line Learning

• On-Line Algorithms in Machine Learning8, Blum, 1998

Others

• A Survey of Very Large-Scale Neighborhood Search Techniques, Ahuja, 2001

Planning and Scheduling

• A Review of Machine Learning for Automated Planning3, Jimenez, 2009

Probabilistic

• Approximate Policy Iteration: A Survey and Some New Methods1, Bertsekas, 2011

• An Introduction to MCMC for Machine Learning1, Andrieu, 2003

Probabilistic Models

• An Introduction to Conditional Random Fields7, Sutton, 2010

Randomized Algorithms

• Randomized Algorithms for Matrices and Data2, Mahoney, 2011

Recommender Systems

• Recent advances in Personalized Recommender Systems4, Liu, 2009

• Matrix Factorization Techniques for Recommender Systems3, Koren, 2009

• A Survey of Collaborative Filtering Techniques3, Su, 2009

Regression

• Ensemble Approaches for Regression: a Survey12, Moreira, 2012

Reinforcement Learning

• A Survey of Reinforcement Learning in Relational Domains9, Otterlo, 2005

• Reinforcement Learning: A Survey4, Kaelbling, 1996

Rule Learning

• Association Mining1, Ceglar, 2006

• Algorithms for Association Rule Mining - A General Survey and Comparison1, Hipp, 2000

Testing

• Controlled Experiments on the Web: Survey and Practical Guide, Kohavi, 2009

Time Series

• Time-Series Data Mining9, Esling, 2012

• A Review on Time Series Data Mining6, Fu, 2011

• Discrete Wavelet Transform-Based Time Series Analysis and Mining2, Chaovalit, 2011

Transfer Learning

• A Survey on Transfer Learning5, Pan, 2010

Web Mining

• A Taxonomy of Sequential Pattern Mining Algorithms1, Mabroukeh, 2010

• A Survey of Web Clustering Engines, Carpineto, 2009

• Web Page Classification: Features and Algorithms2, Qi, 2009

• Mining Interesting Knowledge from Weblogs: A Survey, Facca, 2005

• An Overview of Web Data Clustering Practices, Vakali, 2005

• A Survey of Web Metrics1, Dhyani, 2002

• Data Mining for Hypertext: A Tutorial Survey5, Chakrabarti, 2000