96
Voted
PKDD
2015
Springer
9 years 11 months ago
2015
Springer
Abstract. Current research has introduced new automatic hyperparameter optimization strategies that are able to accelerate this optimization process and outperform manual and grid ...
114
Voted
PKDD
2015
Springer
9 years 11 months ago
2015
Springer
Matrix factorizations are a popular tool to mine regularities from data. There are many ways to interpret the factorizations, but one particularly suited for data mining utilizes t...
99
Voted
PKDD
2015
Springer
9 years 11 months ago
2015
Springer
102
Voted
PKDD
2015
Springer
9 years 11 months ago
2015
Springer
The choice of an appropriate representation remains crucial for mining time series, particularly to reach a good trade-o between the dimensionality reduction and the stored inform...
92
Voted
PKDD
2015
Springer
9 years 11 months ago
2015
Springer
Abstract. We introduce both neural higher-order linear-chain conditional random fields (NHO-LC-CRFs) and a new structured regularizer for these sequence models. We show that this ...