Search for dissertations about: "Incremental learning"

Showing result 1 - 5 of 53 swedish dissertations containing the words Incremental learning.

2. 1. Incremental Clustering of Source Code : a Machine Learning Approach

   Author : Tobias Olsson; Morgan Ericsson; Sebastian Herold; Linnéuniversitetet; []
   Keywords : NATURVETENSKAP; NATURAL SCIENCES; Machine Learning; Naive Bayes; Source Code Clustering; Incremental Clustering; Software Architecture; Technical Debt; Computer Science; Datavetenskap;

   Abstract : Technical debt at the architectural level is a severe threat to software development projects. Uncontrolled technical debt that is allowed to accumulate will undoubtedly hinder speedy development and maintenance, introduce bugs and problems in the software product, and may ultimately result in the abandonment of the source code. READ MORE

4. 2. Incremental Learning and Testing of Reactive Systems

   Author : Muddassar Sindhu; Karl Meinke; Bengt Jonsson; KTH; []
   Keywords : NATURVETENSKAP; NATURAL SCIENCES; Incremental learning; software testing; specification based testing; reactive systems; model checking; Computer science; Datalogi;

   Abstract : This thesis concerns the design, implementation and evaluation of a specification based testing architecture for reactive systems using the paradigm of learning-based testing. As part of this work we have designed, verified and implemented new incremental learning algorithms for DFA and Kripke structures. READ MORE

5. 3. A study of wireless communications with reinforcement learning

   Author : Wanlu Lei; Ming Xiao; Chenguang Lu; Mikael Skoglund; Geoffrey Ye Li; KTH; []
   Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Reinforcement learning; wireless communications; decentralized learning; beam tracking; machine learning; Förstärkningsinlärning; trådlös kommunikation; decentrali- serad inlärning; strålspårning i mmvåg; maskininlärning; Electrical Engineering; Elektro- och systemteknik;

   Abstract :  The explosive proliferation of mobile users and wireless data traffic in recent years pose imminent challenges upon wireless system design. The trendfor wireless communications becoming more complicated, decentralized andintelligent is inevitable. READ MORE

6. 4. Interoperability Infrastructure and Incremental learning for unreliable heterogeneous communicating Systems

   Author : Abdul Haseeb; Mihhail Matskin; Jüri Vain; KTH; []
   Keywords : NATURVETENSKAP; NATURAL SCIENCES; Interoperability; Incremental learning; Unreliable heterogeneous communicating Systems; Robotics; Computer science; Datavetenskap;

   Abstract : In a broader sense the main research objective of this thesis (and ongoing research work) is distributed knowledge management for mobile dynamic systems. But the primary focus and presented work focuses on communication/interoperability of heterogeneous entities in an infrastructure less paradigm, a distributed resource manipulation infrastructure and distributed learning in the absence of global knowledge. READ MORE

7. 5. Reliable and Efficient Distributed Machine Learning

   Author : Hao Chen; Ming Xiao; Mikael Skoglund; Yan Zhang; KTH; []
   Keywords : TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Distributed machine learning; federated learning; communication efficiency; decentralized optimization; Electrical Engineering; Elektro- och systemteknik;

   Abstract : With the ever-increasing penetration and proliferation of various smart Internet of Things (IoT) applications, machine learning (ML) is envisioned to be a key technique for big-data-driven modelling and analysis. Since massive data generated from these IoT devices are commonly collected and stored in a distributed manner, ML at the networks, e.g. READ MORE