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Multilayer neural networks trained with the back-propagation algorithm constitute the best example of a successful gradient based learning technique. Given an appropriate network architecture, gradient-based learning alg...

Very deep convolutional networks have been central to the largest advances in image recognition performance in recent years. One example is the Inception architecture that has been shown to achieve very good performance ...

In this work, we revisit the global average pooling layer proposed in [13], and shed light on how it explicitly enables the convolutional neural network (CNN) to have remarkable localization ability despite being trained...

What makes people smarter than computers? These volumes by a pioneering neurocomputing group suggest that the answer lies in the massively parallel architecture of the human mind. They describe a new theory of cognition ...

Point cloud is an important type of geometric data structure. Due to its irregular format, most researchers transform such data to regular 3D voxel grids or collections of images. This, however, renders data unnecessaril...

We present an interpretation of Inception modules in convolutional neural networks as being an intermediate step in-between regular convolution and the depthwise separable convolution operation (a depthwise convolution f...

The success of machine learning algorithms generally depends on data representation, and we hypothesize that this is because different representations can entangle and hide more or less the different explanatory factors ...

Materias / palabras clave: network intelligence, neural networks, general networks, network learning, network optimization, software publication; Technology: Technology (General): Industrial engineering. Management engineering: Information technol...

Materias / palabras clave: artificial intelligence, machine learning, artificial neural networks, genetic algorithms, expert systems, fuzzy logic; Science: Mathematics: Instruments and machines: Electronic computers. Computer science

Materias / palabras clave: artificial intelligence, machine learning, computer science, information technology, deep learning, neural network; Technology: Technology (General): Industrial engineering. Management engineering: Information technology

Materias / palabras clave: machine learning, computational intelligence, autonomous reasoning, data science, neural networks; Science: Mathematics: Instruments and machines: Electronic computers. Computer science