Machine Learning Gathering/Surveys

 

Active Learning

• , Dasgupta, 2011
• , Settles, 2010

Applications

• , Caruana, 2012
• , Sadri, 2011
• , Salfner, 2010
• , Chandola, 2009
• , Gaber, 2005
• , Aalst, 2003

Biology

• , Chicco, 2012
• , Lim, 2010
• , Hassanzadeh, 2009
• , Brown, 2009
• , Heath, 2009
• , Bock, 2008
• , Zhang, 2008
• , Saeys, 2007
• , Bhaskar, 2006
• , Cohen, 2004
• , Kitano, 2002
• , Baker, 2001
• , Tsoka, 2000
• , Hunter, 1993

Classification

• , Kotsiantis, 2007

Clustering

• , Algergawy, 2011
• , Jain, 2010
• , Luxburg, 2010
• , Kim, 2009
• , Ghaemi, 2009
• , Luxburg, 2007
• , Berkhin, 2006
• , Xu, 2005
• , Liao, 2005
• , Rokach, 2005
• , Kotsiantis, 2004
• , Parsons, 2004
• , Grira, 2004
• , Zhao, 2002
• , Halkidi, 2001
• , Jain, 1999
• , Yang, 1993

Computer Vision

• , Dollar, 2012
• , Zhang, 2012
• , Aggarwal, 2011
• , Rao, 2010
• , Galleguillos, 2010
• , Yilmaz, 2006
• , Yang, 2002

Databases

• , Bleiholder, 2008
• , Elmagarmid, 2007
• , Winkler, 2006
• , Shvaiko, 2005

Deep Learning

• , Bengio, 2012

Dimension Reduction

• , Maaten, 2009
• , Burges, 2009
• , Huo, 2007
• , Liu, 2005
• , Guyon, 2003
• , Fodor, 2002

Economics

• , Parsons, 2011
• , Gomes, 2009
• , Tsang, 2004

Game Theory

• , Rubin, 2011

Graphical Models

• , Jordan, 1999

Kernel Methods

• , Alvarez, 2012

Learning Theory

• , Bousquet, 2004

Machine Learning

• , Domingos, 2012
• , Blei, 2011
• , Criminisi, 2011
• , Wu, 2008
• , Zhu, 2007
• , Geng, 2006
• , McGarry, 2005
• , Boer, 2005
• , Gartner, 2003
• , Goethals, 2003
• , Schapire, 2003
• , Li, 2002

Mathematics

• , Carlsson, 2009

Multi-armed Bandit

• , Bubeck, 2012

Natural Computing

• , Jaeger, 2009
• , Aickelin, 2005
• , Freitasï¾ , 2003
• , Mitra, 2002
• , Zhang, 2000

Natural Language Processing

• , Blei, 2012
• , Wong, 2012
• , Karimi, 2011
• , Zhou, 2011
• , Kim, 2011
• , Tang, 2009
• , Navigli, 2009
• , Blei, 2009
• , Pang, 2008
• , Sarawagi, 2008
• , Lopez, 2008
• , Nadeau, 2007
• , Turmo, 2006
• , Jing, 2005
• , Sebastiani, 2002
• , Kosala, 2000

Networks

• , Fortunato, 2010
• , Goldenberg, 2010
• , Porter, 2009
• , Schaeffer, 2007
• , Chakrabarti, 2006
• , Danon, 2005
• , Getoor, 2005
• , Newman, 2004
• , Getoor, 2003

On-Line Learning

• , Blum, 1998

Others

• , Ahuja, 2001

Planning and Scheduling

• , Jimenez, 2009

Probabilistic

• , Bertsekas, 2011
• , Andrieu, 2003

Probabilistic Models

• , Sutton, 2010

Randomized Algorithms

• , Mahoney, 2011

Recommender Systems

• , Liu, 2009
• , Koren, 2009
• , Su, 2009

Regression

• , Moreira, 2012

Reinforcement Learning

• , Otterlo, 2005
• , Kaelbling, 1996

Rule Learning

• , Ceglar, 2006
• , Hipp, 2000

Testing

• , Kohavi, 2009

Time Series

• , Esling, 2012
• , Fu, 2011
• , Chaovalit, 2011

Transfer Learning

• , Pan, 2010

Web Mining

• , Mabroukeh, 2010
• , Carpineto, 2009
• , Qi, 2009
• , Facca, 2005
• , Vakali, 2005
• , Dhyani, 2002
• , Chakrabarti, 2000

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