Active Learning
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Two Faces of Active Learning250, Dasgupta, 2011
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Active Learning Literature Survey63, Settles, 2010
Applications
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A Survey of Emerging Approaches to Spam Filtering58, Caruana, 2012
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Ambient Intelligence: A Survey18, Sadri, 2011
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A Survey of Online Failure Prediction Methods23, Salfner, 2010
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Anomaly Detection: A Survey11, Chandola, 2009
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Mining Data Streams: A Review14, Gaber, 2005
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Workflow Mining: A Survey of Issues and Approaches9, Aalst, 2003
Biology
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Support Vector Machines in Bioinformatics: a Survey43, Chicco, 2012
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Computational Epigenetics: The New Scientific Paradigm 6, Lim, 2010
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Automated Protein Structure Classification: A Survey10, Hassanzadeh, 2009
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Chemoinformatics - An Introduction for Computer Scientists6, Brown, 2009
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Computational Challenges in Systems Biology4, Heath, 2009
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Computational Epigenetics 6, Bock, 2008
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Progress and Challenges in Protein Structure Prediction5, Zhang, 2008
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A Review of Feature Selection in Bioinformatics6, Saeys, 2007
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Machine Learning in Bioinformatics: A Brief Survey and Recommendations for Practitioners13, Bhaskar, 2006
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Bioinformatics - An Introduction for Computer Scientists2, Cohen, 2004
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Computational Systems Biology2, Kitano, 2002
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Protein Structure Prediction and Structural Genomics4, Baker, 2001
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Recent Developments and Future Directions in Computational Genomics2, Tsoka, 2000
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Molecular Biology for Computer Scientists1, Hunter, 1993
Classification
- Supervised Machine Learning: A Review of Classification Techniques99, Kotsiantis, 2007
Clustering
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XML Data Clustering: An Overview18, Algergawy, 2011
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Data Clustering: 50 Years Beyond K-Means21, Jain, 2010
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Clustering Stability: An Overview9, Luxburg, 2010
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Parallel Clustering Algorithms: A Survey7, Kim, 2009
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A Survey: Clustering Ensembles Techniques3, Ghaemi, 2009
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A Tutorial on Spectral Clustering9, Luxburg, 2007
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Survey of Clustering Data Mining Techniques4, Berkhin, 2006
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Survey of Clustering Algorithms7, Xu, 2005
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Clustering of Time Series Data - A Survey4, Liao, 2005
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Clustering Methods7, Rokach, 2005
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Recent Advances in Clustering: A Brief Survey4, Kotsiantis, 2004
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Subspace Clustering for High Dimensional Data: A Review2, Parsons, 2004
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Unsupervised and Semi-supervised Clustering: a Brief Survey4, Grira, 2004
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Clustering in Life Sciences3, Zhao, 2002
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On Clustering Validation Techniques2, Halkidi, 2001
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Data Clustering: A Review4, Jain, 1999
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A Survey of Fuzzy Clustering5, Yang, 1993
Computer Vision
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Pedestrian Detection: An Evaluation of the State of the Art26, Dollar, 2012
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A Comparative Study of Palmprint Recognition Algorithms10, Zhang, 2012
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Human Activity Analysis: A Review6, Aggarwal, 2011
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Subspace Methods for Face Recognition7, Rao, 2010
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Context Based Object Categorization: A Critical Survey5, Galleguillos, 2010
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Object tracking: A Survey11, Yilmaz, 2006
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Detecting Faces in Images: A Survey8, Yang, 2002
Databases
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Data Fusion10, Bleiholder, 2008
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Duplicate Record Detection: A Survey2, Elmagarmid, 2007
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Overview of Record Linkage and Current Research Directions2, Winkler, 2006
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A Survey of Schema-based Matching Approaches3, Shvaiko, 2005
Deep Learning
- Representation Learning: A Review and New Perspectives84, Bengio, 2012
Dimension Reduction
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Dimensionality Reduction: A Comparative Review12, Maaten, 2009
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Dimension Reduction: A Guided Tour5, Burges, 2009
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A Survey of Manifold-Based Learning Methods2, Huo, 2007
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Toward Integrating Feature Selection Algorithms for Classification and Clustering4, Liu, 2005
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An Introduction to Variable and Feature Selection4, Guyon, 2003
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A Survey of Dimension Reduction Techniques3, Fodor, 2002
Economics
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Auctions and Bidding: A Guide for Computer Scientists8, Parsons, 2011
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Computational Sustainability2, Gomes, 2009
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Computational Finance5, Tsang, 2004
Game Theory
- Computer Poker: A Review14, Rubin, 2011
Graphical Models
Kernel Methods
- Kernels for Vector-Valued Functions: a Review16, Alvarez, 2012
Learning Theory
- Introduction to Statistical Learning Theory21, Bousquet, 2004
Machine Learning
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A Few Useful Things to Know about Machine Learning35, Domingos, 2012
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A Tutorial on Bayesian Nonparametric Models11, Blei, 2011
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Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning7, Criminisi, 2011
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Top 10 Algorithms in Data Mining24, Wu, 2008
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Semi-Supervised Learning Literature Survey2, Zhu, 2007
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Interestingness Measures for Data Mining: A Survey1, Geng, 2006
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A Survey of Interestingness Measures for Knowledge Discovery3, McGarry, 2005
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A Tutorial on the Cross-Entropy Method, Boer, 2005
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A Survey of Kernels for Structured Data1, Gartner, 2003
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Survey on Frequent Pattern Mining, Goethals, 2003
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The Boosting Approach to Machine Learning: An Overview3, Schapire, 2003
Mathematics
- Topology and Data18, Carlsson, 2009
Multi-armed Bandit
Natural Computing
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Reservoir Computing Approaches to Recurrent Neural Network Training, Jaeger, 2009
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Artificial Immune Systems, Aickelin, 2005
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A Survey of Evolutionary Algorithms for Data Mining and Knowledge Discovery1, Freitas?? , 2003
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Data Mining in Soft Computing Framework: A Survey2, Mitra, 2002
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Neural Networks for Classification: A Survey3, Zhang, 2000
Natural Language Processing
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Probabilistic Topic Models8, Blei, 2012
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Ontology Learning From Text: A Look Back And Into The Future2, Wong, 2012
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Machine Transliteration Survey1, Karimi, 2011
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Translation Techniques in Cross-Language Information Retrieval, Zhou, 2011
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A Survey on Sentiment Detection of Reviews, Tang, 2009
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Word Sense Desambiguation: A Survey, Navigli, 2009
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Topic Models3, Blei, 2009
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Opinion Mining and Sentiment Analysis, Pang, 2008
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Information Extraction2, Sarawagi, 2008
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Statistical Machine Translation, Lopez, 2008
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A Survey of Named Entity Recognition and Classification2, Nadeau, 2007
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Adaptive Information Extraction, Turmo, 2006
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Survey of Text Clustering1, Jing, 2005
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Machine Learning in Automated Text Categorization, Sebastiani, 2002
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Web Mining Research: A Survey, Kosala, 2000
Networks
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Community Detection in Graphs2, Fortunato, 2010
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A Survey of Statistical Network Models1, Goldenberg, 2010
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Communities in Networks1, Porter, 2009
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Graph Clustering2, Schaeffer, 2007
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Graph Mining: Laws, Generators, and Algorithms4, Chakrabarti, 2006
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Comparing Community Structure Identification2, Danon, 2005
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Link Mining: A Survey3, Getoor, 2005
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Detecting Community Structure in Networks1, Newman, 2004
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Link Mining: A New Data Mining Challenge1, Getoor, 2003
On-Line Learning
- On-Line Algorithms in Machine Learning8, Blum, 1998
Others
Planning and Scheduling
- A Review of Machine Learning for Automated Planning3, Jimenez, 2009
Probabilistic
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Approximate Policy Iteration: A Survey and Some New Methods1, Bertsekas, 2011
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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
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Recent advances in Personalized Recommender Systems4, Liu, 2009
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Matrix Factorization Techniques for Recommender Systems3, Koren, 2009
Regression
- Ensemble Approaches for Regression: a Survey12, Moreira, 2012
Reinforcement Learning
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A Survey of Reinforcement Learning in Relational Domains9, Otterlo, 2005
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Reinforcement Learning: A Survey4, Kaelbling, 1996
Rule Learning
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Association Mining1, Ceglar, 2006
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Algorithms for Association Rule Mining - A General Survey and Comparison1, Hipp, 2000
Testing
Time Series
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Time-Series Data Mining9, Esling, 2012
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A Review on Time Series Data Mining6, Fu, 2011
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Discrete Wavelet Transform-Based Time Series Analysis and Mining2, Chaovalit, 2011
Transfer Learning
- A Survey on Transfer Learning5, Pan, 2010
Web Mining
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A Taxonomy of Sequential Pattern Mining Algorithms1, Mabroukeh, 2010
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A Survey of Web Clustering Engines, Carpineto, 2009
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Mining Interesting Knowledge from Weblogs: A Survey, Facca, 2005
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An Overview of Web Data Clustering Practices, Vakali, 2005
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A Survey of Web Metrics1, Dhyani, 2002
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Data Mining for Hypertext: A Tutorial Survey5, Chakrabarti, 2000
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