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ICDM
2008
IEEE
112views Data Mining» more  ICDM 2008»
14 years 3 months ago
Supervised Inductive Learning with Lotka-Volterra Derived Models
We present a classification algorithm built on our adaptation of the Generalized Lotka-Volterra model, well-known in mathematical ecology. The training algorithm itself consists ...
Karen Hovsepian, Peter Anselmo, Subhasish Mazumdar
ICDM
2008
IEEE
96views Data Mining» more  ICDM 2008»
14 years 3 months ago
Filling in the Blanks - Krimp Minimisation for Missing Data
Many data sets are incomplete. For correct analysis of such data, one can either use algorithms that are designed to handle missing data or use imputation. Imputation has the bene...
Jilles Vreeken, Arno Siebes
ICDM
2008
IEEE
109views Data Mining» more  ICDM 2008»
14 years 3 months ago
Learning by Propagability
In this paper, we present a novel feature extraction framework, called learning by propagability. The whole learning process is driven by the philosophy that the data labels and o...
Bingbing Ni, Shuicheng Yan, Ashraf A. Kassim, Loon...
ICDM
2008
IEEE
90views Data Mining» more  ICDM 2008»
14 years 3 months ago
Finding Alternative Clusterings Using Constraints
1 The aim of data mining is to find novel and actionable insights. However, most algorithms typically just find a single explanation of the data even though alternatives could e...
Ian Davidson, Zijie Qi
ICDM
2008
IEEE
104views Data Mining» more  ICDM 2008»
14 years 3 months ago
A Generative Probabilistic Model for Multi-label Classification
Hongning Wang, Minlie Huang, Xiaoyan Zhu
ICDM
2008
IEEE
155views Data Mining» more  ICDM 2008»
14 years 3 months ago
Alert Detection in System Logs
We present Nodeinfo, an unsupervised algorithm for anomaly detection in system logs. We demonstrate Nodeinfo’s effectiveness on data from four of the world’s most powerful sup...
Adam J. Oliner, Alex Aiken, Jon Stearley
ICDM
2008
IEEE
80views Data Mining» more  ICDM 2008»
14 years 3 months ago
Collective Latent Dirichlet Allocation
In this paper, we propose a new variant of Latent Dirichlet Allocation(LDA): Collective LDA (C-LDA), for multiple corpora modeling. C-LDA combines multiple corpora during learning...
Zhiyong Shen, Jun Sun, Yi-Dong Shen
ICDM
2008
IEEE
183views Data Mining» more  ICDM 2008»
14 years 3 months ago
Collaborative Filtering for Implicit Feedback Datasets
A common task of recommender systems is to improve customer experience through personalized recommendations based on prior implicit feedback. These systems passively track differe...
Yifan Hu, Yehuda Koren, Chris Volinsky
ICDM
2008
IEEE
156views Data Mining» more  ICDM 2008»
14 years 3 months ago
Exploiting Local and Global Invariants for the Management of Large Scale Information Systems
This paper presents a data oriented approach to modeling the complex computing systems, in which an ensemble of correlation models are discovered to represent the system status. I...
Haifeng Chen, Haibin Cheng, Guofei Jiang, Kenji Yo...
ICDM
2008
IEEE
86views Data Mining» more  ICDM 2008»
14 years 3 months ago
Mining Large Networks with Subgraph Counting
Ilaria Bordino, Debora Donato, Aristides Gionis, S...