Hints on Choir Training for Competitions

Selection of training samples for learning with hints

Training with hints is a powerful method for incorporating almost any type of prior knowledge into neural network models. In this contribution we demonstrate how the hints can be constructed from numerical approximation of the regularization cost function, and discuss the problem of selecting the hint samples. We give a simple algorithm for placing the hint samples in such regions in the input ...

Hints on Refraction

This is an excellent little guide to sight testing by Dr. S. K. G-anguly, Assistant at the Eye Infirmary of the Medical College, Calcutta. It is a very practical little book?concise, correct, and clear. Each section or chapter is devoted to description with methods of procedure and illustrative examples. The difficult subject of astigmatism is clearly explained, and the methods for correction d...

Hints on hantavirus.

Exact image reconstruction from limited projection data has been a central topic in the computed tomography (CT) field. In this paper, we present a general region-of-interest/volume-of-interest (ROI/VOI) reconstruction approach using a truly truncated Hilbert transform on a line-segment inside a compactly supported object aided by partial knowledge on one or both neighboring intervals of that s...

Hints on Prescription Writing

Training Second-Order Recurrent Neural Networks using Hints

We investigate a method for inserting rules into discrete-time second-order recurrent neural networks which are trained to recognize regular languages. The rules deen-ing regular languages can be expressed in the form of transitions in the corresponding deterministic nite-state automaton. Inserting these rules as hints into networks with second-order connections is straightforward. Our simulati...