Sökning: "Multi-Armed Bandits"

Visar resultat 6 - 10 av 14 avhandlingar innehållade orden Multi-Armed Bandits.

1. 6. Sequential Decision-Making for Drug Design: Towards closed-loop drug design

   Författare :Hampus Gummesson Svensson; Chalmers tekniska högskola; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; NATURVETENSKAP; NATURAL SCIENCES; de novo drug design; multi-armed bandits; active learning; reinforcement learning; reaction yield prediction;

   Sammanfattning : Drug design is a process of trial and error to design molecules with a desired response toward a biological target, with the ultimate goal of finding a new medication. It is estimated to be up to 10^{60} molecules that are of potential interest as drugs, making it a difficult problem to find suitable molecules. LÄS MER

3. 7. On Experimentation in Software-Intensive Systems

   Författare :David Issa Mattos; Chalmers tekniska högskola; []
   Nyckelord :NATURVETENSKAP; NATURAL SCIENCES; TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Optimization; Automated Experimentation; Experimentation process; Multi-armed bandits; Embedded Systems; Experimentation;

   Sammanfattning : Context: Delivering software that has value to customers is a primary concern of every software company. Prevalent in web-facing companies, controlled experiments are used to validate and deliver value in incremental deployments. LÄS MER

4. 8. Online Combinatorial Optimization under Bandit Feedback

   Författare :Mohammad Sadegh Talebi Mazraeh Shahi; Alexandre Proutiere; Vianney Perchet; KTH; []
   Nyckelord :Combinatorial Optimization; Online Learning; Multi-armed Bandits; Sequential Decision Making; Matematik; Mathematics; Datalogi; Computer Science;

   Sammanfattning : Multi-Armed Bandits (MAB) constitute the most fundamental model for sequential decision making problems with an exploration vs. exploitation trade-off. In such problems, the decision maker selects an arm in each round and observes a realization of the corresponding unknown reward distribution. LÄS MER

5. 9. Adaptive Measurement Strategies for Network Optimization and Control

   Författare :Simon Lindståhl; Alexandre Proutiere; Sindri Magnússon; KTH; []
   Nyckelord :TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; Network Optimization; Network Management; Network Orchestration; Multi-armed Bandits; Admission Control; Change Point Detection; Statistical Learning; Electrical Engineering; Elektro- och systemteknik;

   Sammanfattning : The fifth generation networks is rapidly becoming the new network standardand its new technological capabilities are expected to enable a far widervariety of services compared to the fourth generation networks. To ensurethat these services can co-exist and meet their standardized requirements,the network’s resources must be provisioned, managed and reconfigured ina far more complex manner than before. LÄS MER

7. 10. Towards Automated Experiments in Software Intensive Systems

   Författare :David Issa Mattos; Chalmers tekniska högskola; []
   Nyckelord :TEKNIK OCH TEKNOLOGIER; ENGINEERING AND TECHNOLOGY; NATURVETENSKAP; NATURAL SCIENCES; NATURVETENSKAP; NATURAL SCIENCES; embedded systems; web systems; multi-armed bandits; architecture framework; Controlled experiments; A B testing; experimentation process;

   Sammanfattning : Context: Delivering software that has value to customers is a primary concern of every software company. One of the techniques to continuously validate and deliver value in online software systems is the use of controlled experiments. LÄS MER