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
时间： 2024-08-26 22:07:51