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NIPS
1994
13 years 5 months ago
Learning with Product Units
Laurens R. Leerink, C. Lee Giles, Bill G. Horne, M...
NIPS
1994
13 years 5 months ago
From Data Distributions to Regularization in Invariant Learning
Ideally pattern recognition machines provide constant output when the inputs are transformed under a group G of desired invariances. These invariances can be achieved by enhancing...
Todd K. Leen
NIPS
1994
13 years 5 months ago
SARDNET: A Self-Organizing Feature Map for Sequences
A self-organizing neural network for sequence classification called SARDNET is described and analyzed experimentally. SARDNET extends the Kohonen Feature Map architecture with act...
Daniel L. James, Risto Miikkulainen
NIPS
1994
13 years 5 months ago
Simplifying Neural Nets by Discovering Flat Minima
Sepp Hochreiter, Jürgen Schmidhuber
NIPS
1994
13 years 5 months ago
Recognizing Handwritten Digits Using Mixtures of Linear Models
We construct a mixture of locally linear generative models of a collection of pixel-based images of digits, and use them for recognition. Different models of a given digit are use...
Geoffrey E. Hinton, Michael Revow, Peter Dayan
NIPS
1994
13 years 5 months ago
Factorial Learning and the EM Algorithm
Many real world learning problems are best characterized by an interaction of multiple independent causes or factors. Discovering such causal structure from the data is the focus ...
Zoubin Ghahramani