机器学习经典论文/survey合集 - 算法组

Active Learning

Applications

Biology

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

Databases

Deep Learning

Representation Learning: A Review and New Perspectives, Bengio, 2012

Dimension Reduction

Economics

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

Mathematics

Topology and Data, Carlsson, 2009

Multi-armed Bandit

Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems,
Bubeck, 2012

Natural Computing

Natural Language Processing

Networks

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

Probabilistic Models

An Introduction to Conditional Random Fields, Sutton, 2010

Randomized Algorithms

Randomized Algorithms for Matrices and Data, Mahoney, 2011

Recommender Systems

Regression

Ensemble Approaches for Regression: a Survey, Moreira, 2012

Reinforcement Learning

Rule Learning

Testing

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

Time Series

Transfer Learning

A Survey on Transfer Learning, Pan, 2010

Web Mining

http://www.mlsurveys.com/