机器学习经典论文/survey合集

转自http://suanfazu.com/discussion/68/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%BB%8F%E5%85%B8%E8%AE%BA%E6%96%87survey%E5%90%88%E9%9B%86#0-tsina-1-13801-397232819ff9a47a7b7e80a40613cfe1

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

An
Introduction to Variational Methods for Graphical Models, Jordan, 1999

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

Regret
Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems, 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 Discovery, Freitasï¾ , 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

A
Survey of Very Large-Scale Neighborhood Search Techniques, Ahuja, 2001

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

Controlled
Experiments on the Web: Survey and Practical Guide, Kohavi, 2009

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