Essays about: "Simulation-based training"
Showing result 1 - 5 of 9 essays containing the words Simulation-based training.
-
1. A Game-theoretical Framework for Byzantine-Robust Federated Learning
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : The distributed nature of Federated Learning (FL) creates security-related vulnerabilities including training-time attacks. Recently, it has been shown that well-known Byzantine-resilient aggregation schemes are indeed vulnerable to an informed adversary who has access to the aggregation scheme and updates sent by clients. READ MORE
-
2. Active Learning for Solving Expensive Optimization Problems
University essay from Uppsala universitet/Institutionen för informationsteknologiAbstract : Many practical engineering and computer science problems can be translated into a global otimization problem where the task is to find the best (optimal) vector 𝒙𝒙∗ that gives the smallest possible function value 𝑓𝑓 = 𝑓𝑓(𝒙𝒙∗) for some function 𝑓𝑓() of interest. Often the function 𝑓𝑓() is expensive in the sense that it cannot be easily evaluated computationally or experimentally in terms of time and/or resources required. READ MORE
-
3. Learning Patterns as Indication of Training Pre-requisites for Simulation Based Research
University essay from Linköpings universitet/Institutionen för datavetenskapAbstract : In order to perform research using novel systems it is first important to distinguish if the collecteddata reflects the manipulations performed by the researcher or the fact that the system might beunfamiliar to the subject. Especially when using highly complex systems such as trainingsimulators, researchers should aim to begin their studies by ensuring that the system is fullylearned. READ MORE
-
4. A simulation-based approach to test the performance of large-scale real time software systems
University essay from Blekinge Tekniska Högskola/Institutionen för programvaruteknikAbstract : Background: A real-time system operates with time constraints, and its correctness depends upon the time on which results are generated. Different industries use different types of real-time systems such as telecommunication, air traffic control systems, generation of power, and spacecraft system. READ MORE
-
5. Modifying the learning process of the Expert Iteration algorithm
University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)Abstract : This thesis sets out to improve the performance of the Expert Iteration (EXIT) algorithm a simulation-based learning process to train an AI. EXIT and four different modifications are implemented and evaluated through a tournament of the board game Hex. READ MORE