Essays about: "GAT"

Found 5 essays containing the word GAT.

1. 1. Reducing Power Consumption For Signal Computation in Radio Access Networks : Optimization With Linear Programming and Graph Attention Networks

   University essay from Linköpings universitet/Programvara och system

   Author : Martin Nordberg; [2023]
   Keywords : Cloud RAN; Constrained optimization; Mixed integer linear programming; MILP; Machine learning; Graph neural network; Graph attention network; GAT;

   Abstract : There is an ever-increasing usage of mobile data with global traffic having reached 115 exabytes per month at the end of 2022 for mobile data traffic including fixed wireless access. This is projected to grow up to 453 exabytes at the end of 2028, according to Ericssons 2022 mobile data traffic outlook report. READ MORE

3. 2. Telecom Fraud Detection Using Machine Learning

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Chao Xiong; [2022]
   Keywords : Fraud Detection; Anomaly Detection; Machine Learning; Deep Learning; International Revenue Sharing Fraud;

   Abstract : International Revenue Sharing Fraud (IRSF) is one of the most persistent types of fraud within the telecommunications industry. According to the 2017 Communications Fraud Control Association (CFCA) fraud loss survey, IRSF costs 6 billion dollars a year. Therefore, the detection of such frauds is of vital importance to avoid further loss. READ MORE

4. 3. Learning Policies for Path Selection in Attack Graphs

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Manuel Rickli; [2022]
   Keywords : ;

   Abstract : IT systems are indispensable nowadays. With thousands of hacking attempts happening daily, cyber defense mechanisms are crucial for maintaining a working state of those systems. Simulating an attacker is a means of preparing for future hacking attacks by determining the most likely vulnerabilities where an attack could be attempted. READ MORE

5. 4. Using Graph Neural Networks for Track Classification and Time Determination of Primary Vertices in the ATLAS Experiment

   University essay from KTH/Matematisk statistik

   Author : Mattias Gullstrand; Stefan Maraš; [2020]
   Keywords : Time determination; graph neural network; graph attentional network; HGTD; vertex; node classification; particle physics; machine learning; Tidsbestämning; neurala grafnätverk; uppvaktande grafnätverk; HGTD; vertex; nodklassificering; partikelfysik; statistisk inlärning;

   Abstract : Starting in 2027, the high-luminosity Large Hadron Collider (HL-LHC) will begin operation and allow higher-precision measurements and searches for new physics processes between elementary particles. One central problem that arises in the ATLAS detector when reconstructing event information is to separate the rare and interesting hard scatter (HS) interactions from uninteresting pileup (PU) interactions in a spatially compact environment. READ MORE

6. 5. How Pupil Data From Educational Games can be Presented to Teachers

   University essay from Lunds universitet/Kognitionsvetenskap

   Author : Erik Anderberg; [2013]
   Keywords : Educational game; Assessment; Feedback; Presentation; Game Analysis Tool; GAT; Technology and Engineering;

   Abstract : Educational games provide new possibilities for teaching and learning. Data from games can be used to inform teachers about their pupils’ progressions. By presenting such data in an efficient and useful manner, one might improve assessment and the way feedback is given. READ MORE