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SAC
2015
ACM
8 years 9 days ago
Alternating model trees
Model tree induction is a popular method for tackling regression problems requiring interpretable models. Model trees are decision trees with multiple linear regression models at ...
Eibe Frank, Michael Mayo, Stefan Kramer 0001
SAC
2015
ACM
8 years 9 days ago
Key correlation mining by simultaneous monotone and anti-monotone constraints checking
Correlated pattern mining has become increasingly an important task in data mining and knowledge discovery. In practice, the exploitation of correlated patterns is hampered by the...
Souad Bouasker, Sadok Ben Yahia
SAC
2015
ACM
8 years 9 days ago
Deep learning in partially-labeled data streams
Of the considerable research on data streams, relatively little deals with classification where only some of the instances in the stream are labeled. Most state-of-the-art data-s...
Jesse Read, Fernando Pérez-Cruz, Albert Bif...
SAC
2015
ACM
8 years 9 days ago
Multi-view learning with dependent views
Multi-view algorithms, such as co-training and co-EM, utilize unlabeled data when the available attributes can be split into independent and compatible subsets. Experiments have s...
Ulf Brefeld
SAC
2015
ACM
8 years 9 days ago
A supervised machine learning approach for taxonomic relation recognition through non-linear enumerative structures
Improving relation extraction process requires to have a better insight of the proper text or to use external resources. Our work lies in the first term of this alternative, and ...
Jean-Philippe Fauconnier, Mouna Kamel, Bernard Rot...
SAC
2015
ACM
8 years 9 days ago
Mapping functional behavior onto architectural model in a model driven embedded system design
The ever-increasing complexity in embedded systems especially in the automobile industry in the recent years has necessitated model-driven engineering. In this paper, we consider ...
Prachi Joshi, Sandeep K. Shukla, Jean-Pierre Talpi...
SAC
2015
ACM
8 years 9 days ago
Engineering trust- and reputation-based security controls for future internet systems
Reputation as a decision criteria for whom to trust has been successfully adopted by a few internet-based businesses such as ebay or Amazon. Moreover, trust evaluation is becoming...
Kristian Beckers, Maritta Heisel, Francisco Moyano...
SAC
2015
ACM
8 years 9 days ago
Classifying websites by industry sector: a study in feature design
Classifying companies by industry sector is an important task in finance, since it allows investors and research analysts to analyse specific subsectors of local and global mark...
Giacomo Berardi, Andrea Esuli, Tiziano Fagni, Fabr...
SAC
2015
ACM
8 years 9 days ago
A parallel genetic algorithms framework based on Hadoop MapReduce
This paper describes a framework for developing parallel Genetic Algorithms (GAs) on the Hadoop platform, following the paradigm of MapReduce. The framework allows developers to f...
Filomena Ferrucci, Pasquale Salza, M. Tahar Kechad...
SAC
2015
ACM
8 years 9 days ago
MyHealth: a cross-domain platform for healthcare
Health monitoring is changing the way people feel and care about their physical condition in an era where electronic devices and sensors can follow us in a continuous basis. This ...
Maribel Yasmina Santos, Cristiano G. Pendão...