Active Learning
- Two Faces of Active Learning, Dasgupta, 2011
Active Learning Literature Survey, Settles, 2010
ApplicationsA 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
BiologySupport 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
ClassificationSupervised Machine Learning: A Review of Classification Techniques, Kotsiantis, 2007
ClusteringXML 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 VisionPedestrian 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
DatabasesData 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 LearningRepresentation Learning: A Review and New Perspectives, Bengio, 2012
Dimension ReductionDimensionality 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
EconomicsAuctions and Bidding: A Guide for Computer Scientists, Parsons, 2011
- Computational Sustainability, Gomes, 2009
Computational Finance, Tsang, 2004
Game TheoryComputer Poker: A Review, Rubin, 2011
Graphical ModelsAn Introduction to Variational Methods for Graphical Models, Jordan, 1999
Kernel MethodsKernels for Vector-Valued Functions: a Review, Alvarez, 2012
Learning TheoryIntroduction to Statistical Learning Theory, Bousquet, 2004
Machine LearningA 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
MathematicsTopology and Data, Carlsson, 2009
Multi-armed BanditRegret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems, Bubeck, 2012
Natural ComputingReservoir 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, Freitasï¾ , 2003
- Data Mining in Soft Computing Framework: A Survey, Mitra, 2002
Neural Networks for Classification: A Survey, Zhang, 2000
Natural Language ProcessingProbabilistic 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
NetworksCommunity 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 LearningOn-Line Algorithms in Machine Learning, Blum, 1998
OthersA Survey of Very Large-Scale Neighborhood Search Techniques, Ahuja, 2001
Planning and SchedulingA Review of Machine Learning for Automated Planning, Jimenez, 2009
ProbabilisticApproximate Policy Iteration: A Survey and Some New Methods, Bertsekas, 2011
An Introduction to MCMC for Machine Learning, Andrieu, 2003
Probabilistic ModelsAn Introduction to Conditional Random Fields, Sutton, 2010
Randomized AlgorithmsRandomized Algorithms for Matrices and Data, Mahoney, 2011
Recommender SystemsRecent advances in Personalized Recommender Systems, Liu, 2009
- Matrix Factorization Techniques for Recommender Systems, Koren, 2009
A Survey of Collaborative Filtering Techniques, Su, 2009
RegressionEnsemble Approaches for Regression: a Survey, Moreira, 2012
Reinforcement LearningA Survey of Reinforcement Learning in Relational Domains, Otterlo, 2005
Reinforcement Learning: A Survey, Kaelbling, 1996
Rule LearningAssociation Mining, Ceglar, 2006
Algorithms for Association Rule Mining - A General Survey and Comparison, Hipp, 2000
TestingControlled Experiments on the Web: Survey and Practical Guide, Kohavi, 2009
Time SeriesTime-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 LearningA Survey on Transfer Learning, Pan, 2010
Web MiningA 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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