Source material for
T-122.102, spring 2003
Some articles are linked from this page;
all links should be accessible from HUT computers.
For articles and books not available on the Web,
inquire from the course organizers.
- Association rules
-
@InProceedings{Agrawal93,
author = "Rakesh Agrawal and Tomasz Imielinski and Arun N. Swami",
title = "Mining Association Rules between
Sets of Items in Large Databases",
booktitle = "Proceedings of the 1993 {ACM} {SIGMOD}
International Conference on Management of Data",
pages = "207--216"
}
-
@InProceedings{Mannila94,
author = "Heikki Mannila and Hannu Toivonen and A. Inkeri Verkamo",
title = "Efficient algorithms for discovering association rules",
booktitle = "{AAAI} Workshop on Knowledge Discovery
in Databases ({KDD}-94)",
publisher = "AAAI Press",
address = "Seattle, Washington",
editor = "Usama M. Fayyad and Ramasamy Uthurusamy",
pages = "181--192",
year = "1994"
}
@Article{Mannila97,
author = "Heikki Mannila and Hannu Toivonen and A. Inkeri Verkamo",
title = "Discovery of Frequent Episodes in Event Sequences",
journal = "Data Mining and Knowledge Discovery",
volume = "1",
number = "3",
pages = "259--289",
year = "1997"
}
-
@TechReport{Pavlov01,
author = {Dmitry Pavlov and Heikki Mannila and Padhraic Smyth},
title = {Beyond Independence: Probabilistic Models for Query
Approximation on Binary Transaction Data},
institution = {UC Irvine},
year = 2001,
number = {UCI-ICS TR-01-09}
}
-
@Article{Castelo2001,
author = "Robert Castelo and Ad Feelders and Arno Siebes",
title = "{MAMBO}: Discovering Association Rules Based on Conditional Independencies",
journal = "Lecture Notes in Computer Science",
volume = "2189",
pages = "289--298",
year = "2001",
url = "citeseer.nj.nec.com/463070.html"
} (also at
Springer LINK)
- HITS & PageRank
@Article{Kleinberg99,
author = "Jon M. Kleinberg",
title = "Authoritative sources in a hyperlinked environment",
journal = "Journal of the ACM",
volume = "46",
number = "5",
pages = "604--632",
year = "1999"
}
@InProceedings{Ng2001,
author = {Andrew Y. Ng and Alice X. Zheng and Michael I.
Jordan},
title = {Stable Algorithms for Link Analysis},
booktitle = {Proc. 24th Annual Intl. ACM SIGIR Conference},
year = 2001,
organization = {ACM}
}
@TechReport{Ding2002,
author = {Chris Ding and Xiaofeng He and Parry Husbands and
Hongyuan Zha and Horst Simon},
title = {{PageRank}, {HITS} and a Unified Framework for Link
Analysis},
institution = {LBNL},
year = 2002,
number = 49372
}
- Probabilistic clustering
@Article{Wolfe1970,
author = {John W. Wolfe},
title = {Pattern Clustering by Multivariate Mixture Analysis},
journal = {Multivariate Behavioral Research},
year = {1970},
volume = {5},
pages = {329--350},
month = {July},
}
@Book{Everitt81,
author = {B.S. Everitt and D.J. Hand},
title = {Finite Mixture Distributions},
publisher = {Chapman and Hall},
year = {1981},
series = {Monographs on Applied Probability and Statistics},
}
- Non-identifiability of finite mixtures of Bernoulli distributions
@Article{Gyllenberg1994,
author = {Mats Gyllenberg and Timo Koski and Edwin Reilink and
Martin Verlaan},
title = {Non-uniqueness in probabilistic numerical identification
of bacteria},
journal = {Journal of Applied Probability},
year = {1994},
volume = {31},
number = {2},
pages = {542--548},
month = {June}
}
@Article{Carreira2000,
author = {Miguel A. Carreira-Perpinan and Steve Renals},
title = {Practical identifiability of finite mixtures of
multivariate Bernoulli distributions},
journal = {Neural Computation},
year = {2000},
volume = {12},
number = {1},
pages = {141--152},
month = {January}
}
- Generalized linear models
@Article{Nelder72,
author = {J.A. Nelder and R.W.M. Wedderburn},
title = {Generalized Linear Models},
journal = {Journal of the Royal Statistical Society, Series A},
year = {1972},
volume = {135},
number = {3},
pages = {370--384},
}
@Article{Myers97,
author = {Raymond H. Myers and Douglas C. Montgomery},
title = {A Tutorial on Generalized Linear Models},
journal = {Journal of Quality Technology},
year = {1997},
volume = {29},
number = {3},
pages = {273--291},
month = {July},
annote = {ISSN 0022-4065}
}
- Bayesian analysis of Generalized linear models
@Article{Oh97,
author = {Man-Suk Oh},
title = {A Gibbs Sampling Approach to Bayesian Analysis of
Generalized Linear Models for Binary data},
journal = {Computational Statistics},
year = {1997},
volume = {12},
number = {4},
pages = {431--445},
annote = {ISSN 0723-712X}
}
http://www.cis.hut.fi/Opinnot/T-122.102/k2003/material.shtml
t122102@mail.cis.hut.fi
Tuesday, 01-Apr-2003 10:20:29 EEST
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