Essays about: "synthesis of study in thesis"

Showing result 1 - 5 of 151 essays containing the words synthesis of study in thesis.

  1. 1. Variational AutoEncoders and Differential Privacy : balancing data synthesis and privacy constraints

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

    Author : Baptiste Bremond; [2024]
    Keywords : TVAE; Differential privacy; Tabular data; Synthetic data; DP-SGD; TVAE; differentiell integritet; tabelldata; syntetiska data; DP-SGD;

    Abstract : This thesis investigates the effectiveness of Tabular Variational Auto Encoders (TVAEs) in generating high-quality synthetic tabular data and assesses their compliance with differential privacy principles. The study shows that while TVAEs are better than VAEs at generating synthetic data that faithfully reproduces the distribution of real data as measured by the Synthetic Data Vault (SDV) metrics, the latter does not guarantee that the synthetic data is up to the task in practical industrial applications. READ MORE

  2. 2. Difference Between Memory-based Storage and Register-based Storage on FPGAs

    University essay from Linköpings universitet/Institutionen för systemteknik

    Author : Yiqian Cui; [2023]
    Keywords : ;

    Abstract : Memory-based storage and register-based storage are commonly used storagetypes in fpgas. This thesis aims to build up the architecture of memory-basedstorage and register-based storage, implement the corresponding methods, compare the difference between them and determine which kind of storage workswell under different circumstances. READ MORE

  3. 3. Traces of Iron Age activities at Kullen - A New Synthesis

    University essay from Lunds universitet/Arkeologi

    Author : Karolina Jacobsen; [2023]
    Keywords : iron age; Scania; kullaberg; kullen; social structures; GIS; spatial analysis; assemblage theory; affordance theory; entanglement theory; power; resources; older remains; social roles; sites; functions; landscape archaeology; social; culture; activities; cultural landscapes; historical legacies; History and Archaeology;

    Abstract : Kullen has had a huge gap in knowledge about the Iron Age period. This thesis offers a new synthesis to close this gap in knowledge of the Iron Age period in the region. The aim of this study was to gain more knowledge about the Iron Age and the activities during this period in the areas. READ MORE

  4. 4. Reinforcement Learning for Multi-Agent Strategy Synthesis Using Higher-Order Knowledge

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

    Author : Gustav Forsell; Shamoun Gergi; [2023]
    Keywords : Higher Order Knowledge; Imperfect Information; Reinforcement Learning; Deep Q- networks; Knowledge Representation; Pursuit Evasion Games;

    Abstract : Imagine for a moment we are living in the distant future where autonomous robots are patrollingthe streets as police officers. Two such robots are chasing a robber through the city streets. Fearingthe thief might listen in to any potential transmission, both robots remain radio silent and are thuslimited to a strictly visual pursuit. READ MORE

  5. 5. Code Synthesis for Heterogeneous Platforms

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

    Author : Zhouxiang Fu; [2023]
    Keywords : Code Synthesis; Heterogeneous Platform; Zero-Overhead Topology Infrastructure; Kodsyntes; Heterogen plattform; Zero-Overhead Topologi Infrastruktur;

    Abstract : Heterogeneous platforms, systems with both general-purpose processors and task-specific hardware, are largely used in industry to increase efficiency, but the heterogeneity also increases the difficulty of design and verification. We often need to wait for the completion of all the modules to know whether the functionality of the design is correct or not, which can cause costly and tedious design iteration cycles. READ MORE