Interesting Papers
Some interesting papers
Maintained by Mikko Kurimo using
various information sources.
Papers in this list are those I am currently reading or
those often referenced in my work or just interesting for other reasons.
My principal
professional interests
are currently
Artificial Neural Networks and Speech Recognition.
Neural Network Training
- bishop.novelty.ps.Z:
Novelty detection and neural network validation
- pluto.imse.ps.Z:
Cross-validation, mean squared error
- prechelt.eval.ps.Z:
Experimental Evaluations in journal papers
- tr-ecoc.ps.gz:
Multiclass Learning, Error-Correcting Output Codes
- chen.universal_approx.ps.Z:
Approximation capabilities of NNs
- keerthi.rl-survey.ps.Z:
A Tutorial of Reinforcement Learning
- Send mail to robert_fry@jhuapl.edu:
Maximum entropy, MMI formulations by Oja equation
- thesis.ps.Z:
Bayesian learning for NNs
- time.ps.gz:
An overview of temporal NNs
- murata.integralrep.ps.Z:
Function Approximation by Three-Layered Networks
and Its Error Bounds
- prechelt.bench.ps.Z:
Benchmark Problems
- Collection of data
- kolen.thesis.ps.Z:
Computational capabilities of Recurrent NNs
Self-Organizing Maps
- webber.self-org.ps.Z:
SOM, elementary constituents of patterns
- budinich.ellipse.ps.Z:
On the Ordering Conditions
Radial Basis Functions
- chen.radial_approx.ps.Z:
Approximation capabilities of RBFs
Mixture Densities
- mda.ps.Z:
Discriminant Analysis, Gaussian Mixtures
- bishop.mixture1.ps.Z
bishop.mixture2.ps.Z:
Mixture density networks, feedforward networks
- zoubin.cmss.ps.Z:
Density estimation, EM
- neuneier.cond_dens.ps.Z:
EM, Gradient Descent, time series
- amari.geometryofem.tar.Z:
Information Geometry, EM, mixture densities
- mackay/density/*.ps.Z:
Bayesian Neural Networks and Density Networks
- em.tr-11-94.ps.Z:
EM, HMM, Learning Sequential Behavior
Gradient Descent
- biehl.online.ps.Z:
Online gradient descent, multilayer neural networks
Discriminatice classification
- flexmet.ps.Z:
LVQ, CDHMMs
Flexible Metric KNN Classification
Markov models
- MDPlearn.ps.Z:
Solving Markovian decision processes
- markov.ps.Z:
HMMs for online health monitoring of communications systems
- igth.ps.Z:
HMMs for cell-assembly states
- baldi.hmmgpcr.ps.z:
HMMs of G-Protein-Coupled Receptor Family
Speech Recognition
- torkkola.icassp94.ps.Z:
LVQ, CDHMMs
- torkkola.nnsp94.ps.Z:
LVQ, CDHMMs
- berthold.tdrbf-icnn94.ps.Z:
TDNNs, RBFs
- tr-94-064.ps.Z:
REMAP, ANNs, EM, Baum-Welch
Mikko Kurimo <Mikko.Kurimo@hut.fi>