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Field Studies with Multimedia Big Data: Opportunities and Challenges (Extended Version)
Mario Michael Krell, Julia Bernd, Yifan Li +5
Social multimedia users are increasingly sharing all kinds of data about the world. They do this for their own reasons, not to provide data for field studies-but the trend presents…
Audio Concept Classification with Hierarchical Deep Neural Networks
Mirco Ravanelli, Benjamin Elizalde, Karl Ni +1
Audio-based multimedia retrieval tasks may identify semantic information in audio streams, i.e., audio concepts (such as music, laughter, or a revving engine). Conventional Gaussia…
A Capacity Scaling Law for Artificial Neural Networks
Gerald Friedland, Mario Krell
We derive the calculation of two critical numbers predicting the behavior of perceptron networks. First, we derive the calculation of what we call the lossless memory (LM) dimensio…
Isomorphism between Maximum Lyapunov Exponent and Shannon's Channel Capacity
Gerald Friedland, Alfredo Metere
We demonstrate that the Maximum Lyapunov Exponent for computable dynamical systems is isomorphic to the maximum capacity of a noiseless, memoryless channel in a Shannon communicati…