Active Learning
- Two Faces of Active Learning, Dasgupta, 2011
- Active Learning Literature Survey, Settles, 2010
Applications
- A Survey of Emerging Approaches to Spam Filtering, Caruana, 2012
- Ambient Intelligence: A Survey, Sadri, 2011
- A Survey of Online Failure Prediction Methods, Salfner, 2010
- Anomaly Detection: A Survey, Chandola, 2009
- Mining Data Streams: A Review, Gaber, 2005
- Workflow Mining: A Survey of Issues and Approaches, Aalst, 2003
Biology
- Support Vector Machines in Bioinformatics: a Survey, Chicco, 2012
- Computational Epigenetics: The New Scientific Paradigm , Lim, 2010
- Automated Protein Structure Classification: A Survey, Hassanzadeh, 2009
- Chemoinformatics - An Introduction for Computer Scientists, Brown, 2009
- Computational Challenges in Systems Biology, Heath, 2009
- Computational Epigenetics , Bock, 2008
- Progress and Challenges in Protein Structure Prediction, Zhang, 2008
- A Review of Feature Selection in Bioinformatics, Saeys, 2007
- Machine Learning in Bioinformatics: A Brief Survey and Recommendations for Practitioners, Bhaskar, 2006
- Bioinformatics - An Introduction for Computer Scientists, Cohen, 2004
- Computational Systems Biology, Kitano, 2002
- Protein Structure Prediction and Structural Genomics, Baker, 2001
- Recent Developments and Future Directions in Computational Genomics, Tsoka, 2000
- Molecular Biology for Computer Scientists, Hunter, 1993
Classification
- Supervised Machine Learning: A Review of Classification Techniques, Kotsiantis, 2007
Clustering
- XML Data Clustering: An Overview, Algergawy, 2011
- Data Clustering: 50 Years Beyond K-Means, Jain, 2010
- Clustering Stability: An Overview, Luxburg, 2010
- Parallel Clustering Algorithms: A Survey, Kim, 2009
- A Survey: Clustering Ensembles Techniques, Ghaemi, 2009
- A Tutorial on Spectral Clustering, Luxburg, 2007
- Survey of Clustering Data Mining Techniques, Berkhin, 2006
- Survey of Clustering Algorithms, Xu, 2005
- Clustering of Time Series Data - A Survey, Liao, 2005
- Clustering Methods, Rokach, 2005
- Recent Advances in Clustering: A Brief Survey, Kotsiantis, 2004
- Subspace Clustering for High Dimensional Data: A Review, Parsons, 2004
- Unsupervised and Semi-supervised Clustering: a Brief Survey, Grira, 2004
- Clustering in Life Sciences, Zhao, 2002
- On Clustering Validation Techniques, Halkidi, 2001
- Data Clustering: A Review, Jain, 1999
- A Survey of Fuzzy Clustering, Yang, 1993
Computer Vision
- Pedestrian Detection: An Evaluation of the State of the Art, Dollar, 2012
- A Comparative Study of Palmprint Recognition Algorithms, Zhang, 2012
- Human Activity Analysis: A Review, Aggarwal, 2011
- Subspace Methods for Face Recognition, Rao, 2010
- Context Based Object Categorization: A Critical Survey, Galleguillos, 2010
- Object tracking: A Survey, Yilmaz, 2006
- Detecting Faces in Images: A Survey, Yang, 2002
Databases
- Data Fusion, Bleiholder, 2008
- Duplicate Record Detection: A Survey, Elmagarmid, 2007
- Overview of Record Linkage and Current Research Directions, Winkler, 2006
- A Survey of Schema-based Matching Approaches, Shvaiko, 2005
Deep Learning
- Representation Learning: A Review and New Perspectives, Bengio, 2012
Dimension Reduction
- Dimensionality Reduction: A Comparative Review, Maaten, 2009
- Dimension Reduction: A Guided Tour, Burges, 2009
- A Survey of Manifold-Based Learning Methods, Huo, 2007
- Toward Integrating Feature Selection Algorithms for Classification and Clustering, Liu, 2005
- An Introduction to Variable and Feature Selection, Guyon, 2003
- A Survey of Dimension Reduction Techniques, Fodor, 2002
Economics
- Auctions and Bidding: A Guide for Computer Scientists, Parsons, 2011
- Computational Sustainability, Gomes, 2009
- Computational Finance, Tsang, 2004
Game Theory
- Computer Poker: A Review, Rubin, 2011
Graphical Models
Kernel Methods
- Kernels for Vector-Valued Functions: a Review, Alvarez, 2012
Learning Theory
- Introduction to Statistical Learning Theory, Bousquet, 2004
Machine Learning
- A Few Useful Things to Know about Machine Learning, Domingos, 2012
- A Tutorial on Bayesian Nonparametric Models, Blei, 2011
- Decision Forests for Classification, Regression, Density Estimation, Manifold Learning and Semi-Supervised Learning, Criminisi, 2011
- Top 10 Algorithms in Data Mining, Wu, 2008
- Semi-Supervised Learning Literature Survey, Zhu, 2007
- Interestingness Measures for Data Mining: A Survey, Geng, 2006
- A Survey of Interestingness Measures for Knowledge Discovery, McGarry, 2005
- A Tutorial on the Cross-Entropy Method, Boer, 2005
- A Survey of Kernels for Structured Data, Gartner, 2003
- Survey on Frequent Pattern Mining, Goethals, 2003
- The Boosting Approach to Machine Learning: An Overview, Schapire, 2003
- A Survey on Wavelet Applications in Data Mining, Li, 2002
Mathematics
- Topology and Data, Carlsson, 2009
Multi-armed Bandit
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 Discovery, Freitas?? , 2003
- Data Mining in Soft Computing Framework: A Survey, Mitra, 2002
- Neural Networks for Classification: A Survey, Zhang, 2000
Natural Language Processing
- Probabilistic Topic Models, Blei, 2012
- Ontology Learning From Text: A Look Back And Into The Future, Wong, 2012
- Machine Transliteration Survey, Karimi, 2011
- Translation Techniques in Cross-Language Information Retrieval, Zhou, 2011
- Comprehensive Review of Opinion Summarization, Kim, 2011
- A Survey on Sentiment Detection of Reviews, Tang, 2009
- Word Sense Desambiguation: A Survey, Navigli, 2009
- Topic Models, Blei, 2009
- Opinion Mining and Sentiment Analysis, Pang, 2008
- Information Extraction, Sarawagi, 2008
- Statistical Machine Translation, Lopez, 2008
- A Survey of Named Entity Recognition and Classification, Nadeau, 2007
- Adaptive Information Extraction, Turmo, 2006
- Survey of Text Clustering, Jing, 2005
- Machine Learning in Automated Text Categorization, Sebastiani, 2002
- Web Mining Research: A Survey, Kosala, 2000
Networks
- Community Detection in Graphs, Fortunato, 2010
- A Survey of Statistical Network Models, Goldenberg, 2010
- Communities in Networks, Porter, 2009
- Graph Clustering, Schaeffer, 2007
- Graph Mining: Laws, Generators, and Algorithms, Chakrabarti, 2006
- Comparing Community Structure Identification, Danon, 2005
- Link Mining: A Survey, Getoor, 2005
- Detecting Community Structure in Networks, Newman, 2004
- Link Mining: A New Data Mining Challenge, Getoor, 2003
On-Line Learning
- On-Line Algorithms in Machine Learning, Blum, 1998
Others
Planning and Scheduling
- A Review of Machine Learning for Automated Planning, Jimenez, 2009
Probabilistic
- Approximate Policy Iteration: A Survey and Some New Methods, Bertsekas, 2011
- An Introduction to MCMC for Machine Learning, Andrieu, 2003
Probabilistic Models
- An Introduction to Conditional Random Fields, Sutton, 2010
Randomized Algorithms
- Randomized Algorithms for Matrices and Data, Mahoney, 2011
Recommender Systems
- Recent advances in Personalized Recommender Systems, Liu, 2009
- Matrix Factorization Techniques for Recommender Systems, Koren, 2009
- A Survey of Collaborative Filtering Techniques, Su, 2009
Regression
- Ensemble Approaches for Regression: a Survey, Moreira, 2012
Reinforcement Learning
- A Survey of Reinforcement Learning in Relational Domains, Otterlo, 2005
- Reinforcement Learning: A Survey, Kaelbling, 1996
Rule Learning
- Association Mining, Ceglar, 2006
- Algorithms for Association Rule Mining - A General Survey and Comparison, Hipp, 2000
Testing
Time Series
- Time-Series Data Mining, Esling, 2012
- A Review on Time Series Data Mining, Fu, 2011
- Discrete Wavelet Transform-Based Time Series Analysis and Mining, Chaovalit, 2011
Transfer Learning
- A Survey on Transfer Learning, Pan, 2010
Web Mining
- A Taxonomy of Sequential Pattern Mining Algorithms, Mabroukeh, 2010
- A Survey of Web Clustering Engines, Carpineto, 2009
- Web Page Classification: Features and Algorithms, Qi, 2009
- Mining Interesting Knowledge from Weblogs: A Survey, Facca, 2005
- An Overview of Web Data Clustering Practices, Vakali, 2005
- A Survey of Web Metrics, Dhyani, 2002
- Data Mining for Hypertext: A Tutorial Survey, Chakrabarti, 2000
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