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20172021
most citedA Neural Network Architecture Combining Gated Recurrent Unit (GRU) and Support Vector Machine (SVM) for Intrusion Detection in Network Traffic Data

261 citations · 722 across the 7 of their papers we have counts for

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3 papers · 1 filter

cs.LG2021★ 1 cited

Text Classification and Clustering with Annealing Soft Nearest Neighbor Loss

Abien Fred Agarap

We define disentanglement as how far class-different data points from each other are, relative to the distances among class-similar data points. When maximizing disentanglement dur…

cs.LG2020

Improving k-Means Clustering Performance with Disentangled Internal Representations

Abien Fred Agarap, Arnulfo P. Azcarraga

Deep clustering algorithms combine representation learning and clustering by jointly optimizing a clustering loss and a non-clustering loss. In such methods, a deep neural network…

cs.LG2017★ 220 cited

On Breast Cancer Detection: An Application of Machine Learning Algorithms on the Wisconsin Diagnostic Dataset

Abien Fred Agarap

This paper presents a comparison of six machine learning (ML) algorithms: GRU-SVM (Agarap, 2017), Linear Regression, Multilayer Perceptron (MLP), Nearest Neighbor (NN) search, Soft…