activity
20162024
most citedPrototype-based interpretation of the functionality of neurons in winner-take-all neural networks

9 citations · 13 across the 9 of their papers we have counts for

collaborators

12 papers

cs.LG2024

An Exact Finite-dimensional Explicit Feature Map for Kernel Functions

Kamaledin Ghiasi-Shirazi, Mohammadreza Qaraei

Kernel methods in machine learning use a kernel function that takes two data points as input and returns their inner product after mapping them to a Hilbert space, implicitly and w…

cs.CV2024

Deep multi-prototype capsule networks

Saeid Abbassi, Kamaledin Ghiasi-Shirazi, Ahad Harati

Capsule networks are a type of neural network that identify image parts and form the instantiation parameters of a whole hierarchically. The goal behind the network is to perform a…

cs.LO2022

On translating conditional statements into mathematical logic

Kamaledin Ghiasi-Shirazi

In this paper, we highlight a profound difference between conditional statements in mathematical logic and natural languages. This difference exists even when the conditional state…

cs.CV2021

PowerLinear Activation Functions with application to the first layer of CNNs

Kamyar Nasiri, Kamaledin Ghiasi-Shirazi

Convolutional neural networks (CNNs) have become the state-of-the-art tool for dealing with unsolved problems in computer vision and image processing. Since the convolution operato…

cs.LG2021

Neural Generalization of Multiple Kernel Learning

Ahmad Navid Ghanizadeh, Kamaledin Ghiasi-Shirazi, Reza Monsefi +1

Multiple Kernel Learning is a conventional way to learn the kernel function in kernel-based methods. MKL algorithms enhance the performance of kernel methods. However, these method…

cs.LG2020★ 9 cited

Prototype-based interpretation of the functionality of neurons in winner-take-all neural networks

Ramin Zarei Sabzevar, Kamaledin Ghiasi-Shirazi, Ahad Harati

Prototype-based learning (PbL) using a winner-take-all (WTA) network based on minimum Euclidean distance (ED-WTA) is an intuitive approach to multiclass classification. By construc…