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
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