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Forecasting Trends in Technological Innovations with Distortion-Aware Convolutional Neural Networks

Published on Oct 12, 202314 Views

Krisztian Buza

SiKDD 2023 - Ljubljana

Chapter list

Forecasting Trends in Technological Innovations with Distortion-Aware Convolutional Neural Networks00:00
Introduction00:55
Example: Number of Patents Related to “Neural Networks”00:57
Background02:53
Dynamic Time Warping03:01
Curse of Convolution05:41
Distortion-aware Convolution08:47
Problem Formulation - 109:49
Problem Formulation - 209:53
Our Approach - 111:07
Our Approach - 211:09
Experiments11:20
Data11:24
Experimental Settings - 112:48
Experimental Settings - 214:28
Conclusions15:35