Sökning: "Workload Prediction"

Visar resultat 1 - 5 av 16 avhandlingar innehållade orden Workload Prediction.

1. 1. Statistical Methods for Computational Markets : Proportional Share Market Prediction and Admission Control

   Författare :Thomas Sandholm; Magnus Boman; Mark Baker; KTH; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; Distributed Systems; Grid Computing; Performance Analysis; Workload Modeling; Middleware; Quality of Service; Prediction; Admission Control; Computer and systems science; Data- och systemvetenskap;

   Sammanfattning : We design, implement and evaluate statistical methods for managing uncertainty when consuming and provisioning resources in a federated computational market. To enable efficient allocation of resources in this environment, providers need to know consumers' risk preferences, and the expected future demand. LÄS MER

3. 2. Location-aware resource allocation in mobile edge clouds

   Författare :Chanh Le Tan Nguyen; Erik Elmroth; Cristian Klein; Maarten Van Steen; Umeå universitet; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; Mobile Edge Clouds; Resource Allocation; Quality of Service; Application Placement; Workload Prediction; Computer Systems; datorteknik; Computer Science; datalogi;

   Sammanfattning : Over the last decade, cloud computing has realized the long-held dream of computing as a utility, in which computational and storage services are made available via the Internet to anyone at any time and from anywhere. This has transformed Information Technology (IT) and given rise to new ways of designing and purchasing hardware and software. LÄS MER

4. 3. Musculoskeletal Pain and Return to Work : A Cognitive-Behavioral Perspective

   Författare :Charlotta Marhold; Jan Lisspers; Uppsala universitet; []
   Nyckelord :SAMHÄLLSVETENSKAP; SOCIAL SCIENCES; Psychology; Back pain; cognitive-behavioral; multidisciplinary; musculoskeletal; neck pain; prediction; prevention; rehabilitation; return to work; shoulder pain; sick leave; treatment; Psykologi; Psychology; Psykologi; klinisk psykologi; Clinical Psychology;

   Sammanfattning : Musculoskeltal pain is the most common diagnosis for being on sick leave two months or longer in Sweden. The societal costs have been estimated at almost 30 billion Swedish kronor per year. Research aimed at improving occupational rehabilitation is therefore crucial. LÄS MER

5. 4. Towards Accurate and Resource-Efficient Cache Coherence Prediction

   Författare :Jim Nilsson; Chalmers tekniska högskola; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; cache coherence protocols; performance evaluation; computer architecture; memory systems; shared memory multiprocessors;

   Sammanfattning : The increasing speed gap between processor microarchitectures and memory technologies can potentially slow down the historical performance growth of computer systems. Parallel applicationns on shared memory multiprocessors that experience cache misses due to communication are extra susceptible to this speed difference. LÄS MER

7. 5. Data-Centric AI for Software Performance Engineering - Predicting Workload Dependent and Independent Performance of Software Systems Using Machine Learning Based Approaches

   Författare :Hazem Samoaa; Chalmers tekniska högskola; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; NATURVETENSKAP; NATURAL SCIENCES; TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Representation Learning; Software Performance Prediction; Machine Learning; Source code Representation; Graph Neural Network; Deep Learning; Data-Centric AI;

   Sammanfattning : Context: Machine learning (ML) approaches are widely employed in various software engineering (SE) tasks. Performance, however, is one of the most critical software quality requirements. Performance prediction is estimating the execution time of a software system prior to execution. LÄS MER