Inference with the Universum (2006)
Weston, J., Collobert, R., Sinz, F., Bottou, L., Vapnik, V.
We study classification tasks where one is given a set of labeled examples, and a set of "non-examples" of meaningful concepts in the same domain that do not belong to either class (refered to as the...
Trading Convexity for Scalability (2006)
Collobert, R., Sinz, F., Weston, J., Bottou, L.
Convex learning algorithms, such as Support Vector Machines (SVMs), are often seen as highly desirable because they offer strong practical properties and are amenable to theoretical analysis....
Large Scale Transductive SVMs (2006)
Collobert, R., Sinz, F., Weston, J., Bottou, L.
We show how the Concave-Convex Procedure can be applied to the optimization of Transductive SVMs, which traditionally requires solving a combinatorial search problem. This provides for the first time...
Evaluating predictive uncertainty challenge (2006)
Quinonero-Candela, J., Rasmussen, C.E., Sinz, F., Bousquet, O., Schölkopf, B.
This Chapter presents the PASCAL(1) Evaluating Predictive Uncertainty Challenge, introduces the contributed Chapters by the participants who obtained outstanding results, and provides a discussion...
The depth of a point in space can be estimated by observing its image position from two different viewpoints. The classical approach to stereo vision calculates depth from the two projection...
Learning Depth From Stereo (2004)
Sinz,F., Quiñonero-Candela,J., Bakir,G.H., Rasmussen,C.E., Franz,M.O.
We compare two approaches to the problem of estimating the depth of a point in space from observing its image position in two different cameras: 1.~The classical photogrammetric approach explicitly...
Modelling Spikes with Mixtures of Factor Analysers (2004)
Görür,D., Rasmussen,C.E., Tolias,A.S., Sinz,F., Logothetis,N.K.
Identifying the action potentials of individual neurons from extracellular recordings, known as spike sorting, is a challenging problem. We consider the spike sorting problem using a generative...
Learning Depth From Stereo (2004)
Sinz, F., Quiñonero-Candela, J., Bakir, G.H., Rasmussen, C.E., Franz, M.O., Rasmussen, C. E., ...
We compare two approaches to the problem of estimating the depth of a point in space from observing its image position in two different cameras: 1.~The classical photogrammetric approach explicitly...
Modelling Spikes with Mixtures of Factor Analysers (2004)
Görür, D., Rasmussen, C.E., Tolias, A.S., Sinz, F., Logothetis, N.K., Rasmussen, C. E., ...
Identifying the action potentials of individual neurons from extracellular recordings, known as spike sorting, is a challenging problem. We consider the spike sorting problem using a generative...