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Multiclass Classification of Malicious Domains Using Passive DNS with XGBoost: (Work in Progress)
(2020-11-24)
The Domain Name System (DNS) protocol provides the mapping between hostnames and Internet Protocol addresses and vice versa. However, attackers use the DNS structure to register malicious domains to engage in malicious ...
Multiclass Classification of Malicious Domains Using Passive DNS with XGBoost (Work in Progress)
(Ieee, 2020-01-01)
The Domain Name System (DNS) protocol provides the mapping between hostnames and Internet Protocol addresses and vice versa. However, attackers use the DNS structure to register malicious domains to engage in malicious ...
One-class to multi-class model update using the class-incremental optimum-path forest classifier
(European Association for Artificial Intelligence - EurAIBenelux Association for Artificial Intelligence - BNVKIHague, 2016-08)
Incremental learning capabilities of classifiers is a relevant topic, specially when dealing with scenarios such as data stream mining, concept drift and active learning. We investigate the capabilities of an incremental ...
Robust Multi-class Graph Transduction with higher order regularization
(International Neural Network Society - INNSIEEE Computational Intelligence SocietyKillarney, 2015-07)
Graph transduction refers to a family of algorithms that learn from both labeled and unlabeled examples using a weighted graph and scarce label information via regularization or label propagation. A recent empirical study ...
Comprehensive Performance Analysis Of Road Detection Algorithms Using The Common Urban Kitti-road Benchmark
(Institute of Electrical and Electronics Engineers Inc., 2014)
Concentric RadViz: visual exploration of multi-task classification
(Universidade Federal da Bahia - UFBAIntelligent Vision Research Lab – iVisionSalvador, 2015-08)
The discovery of patterns in large data collections is a difficult task. Visualization and machine learning techniques have emerged as a way to facilitate data analysis, providing tools to uncover relevant patterns from ...