Pentti Huuhtanen

Neural network optimization tool based on predictive MDL principle for time series prediction

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1993, Proceedings of 1993 IEEE Conference on Tools with Al (TAI-93).

Predictive Minimum Description Length Criterion for Time Series Modeling with Neural Networks

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1996, Neural Computation.

Neural Network Prediction of Non-Linear Time Series Using Predictive MDL Principle

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1993, IEEE Winter Workshop on Nonlinear Digital Signal Processing.

Chaotic time series modeling with optimum neural network architecture

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1993, Proceedings of 1993 International Conference on Neural Networks (IJCNN-93-Nagoya, Japan).

Initializing Weights of a Multilayer Perceptron Network by Using the Orthogonal Least Squares Algorithm

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1995, Neural Computation.

Neural Network Modeling and Prediction of Multivariate Time Series Using Predictive MDL Principle

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1993 .

A network of autoregressive processing units for time series modeling

Jukka Saarinen, Kimmo Kaski, Mikko Lehtokangas, 1996 .