Sciweavers

236
Voted
GFKL
2007
Springer
202views Data Mining» more  GFKL 2007»
15 years 8 months ago
Collective Classification for Labeling of Places and Objects in 2D and 3D Range Data
In this paper, we present an algorithm to identify types of places and objects from 2D and 3D laser range data obtained in indoor environments. Our approach is a combination of a c...
Rudolph Triebel, Óscar Martínez Mozo...
GFKL
2007
Springer
164views Data Mining» more  GFKL 2007»
15 years 8 months ago
Classification with Invariant Distance Substitution Kernels
Kernel methods offer a flexible toolbox for pattern analysis and machine learning. A general class of kernel functions which incorporates known pattern invariances are invariant d...
Bernard Haasdonk, Hans Burkhardt
149
Voted
GFKL
2007
Springer
163views Data Mining» more  GFKL 2007»
15 years 8 months ago
Fast Support Vector Machine Classification of Very Large Datasets
In many classification applications, Support Vector Machines (SVMs) have proven to be highly performing and easy to handle classifiers with very good generalization abilities. Howe...
Janis Fehr, Karina Zapien Arreola, Hans Burkhardt
GFKL
2007
Springer
158views Data Mining» more  GFKL 2007»
15 years 8 months ago
Investigating Classifier Learning Behavior with Experiment Databases
Experimental assessment of the performance of classification algorithms is an important aspect of their development and application on real-world problems. To facilitate this analy...
Joaquin Vanschoren, Hendrik Blockeel
142
Voted
GFKL
2007
Springer
129views Data Mining» more  GFKL 2007»
15 years 8 months ago
Structural Differentiae of Text Types - A Quantitative Model
Olga Pustylnikov, Alexander Mehler