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>