A concurrent program synthesis system called MENDELS is proposed. A concurrent programming language MENDEL/87, that is a target language for program synthesis, is also provided. MENDELS consists of two parts: (1) retr...
详细信息
This book constitutes the proceedings of the 14th International Conference on Principles and Practice in Multi-Agent systems, PRIMA 2011, held in Wollongong, Australia, in November 2011.;The 39 papers presented t...
详细信息
ISBN:
(数字)9783642250446
ISBN:
(纸本)9783642250439
This book constitutes the proceedings of the 14th International Conference on Principles and Practice in Multi-Agent systems, PRIMA 2011, held in Wollongong, Australia, in November 2011.;The 39 papers presented together with 3 invited talks were carefully reviewed and selected from numerous submissions. They focus on practical aspects of multiagent systems and are organised in topical sections on coalitions and teamwork, learning, mechanisms and voting, modeling and simulation, negotiation and coalitions, optimization, sustainability, agent societies and frameworks, argumentation, and applications.
Microservice architectures are increasingly used to modularize IoT applications and deploy them in distributed and heterogeneous edge computing environments. Over time, these microservice-based IoT applications are su...
详细信息
Microservice architectures are increasingly used to modularize IoT applications and deploy them in distributed and heterogeneous edge computing environments. Over time, these microservice-based IoT applications are susceptible to performance anomalies caused by resource hogging (e.g., CPU or memory), resource contention, etc., which can negatively impact their Quality of Service and violate their Service Level Agreements. Existing research on performance anomaly detection for edge computing environments focuses on model training approaches that either achieve high accuracy at the expense of a time-consuming and resource-intensive training process or prioritize training efficiency at the cost of lower accuracy. To address this gap, while considering the resource constraints and the large number of devices in modern edge platforms, we propose two clustering-based model training approaches: (1) intra-cluster parameter transfer learning-based model training (ICPTL) and (2) cluster-level model training (CM). These approaches aim to find a trade-off between the training efficiency of anomaly detection models and their accuracy. We compared the models trained under ICPTL and CM to models trained for specific devices (most accurate, least efficient) and a single general model trained for all devices (least accurate, most efficient). Our findings show that ICPTL’s model accuracy is comparable to that of the model per device approach while requiring only 40% of the training time. In addition, CM further improves training efficiency by requiring 23% less training time and reducing the number of trained models by approximately 66% compared to ICPTL, yet achieving a higher accuracy than a single general model.
This book constitutes the refereed proceedings of the 5th International Conference on Data Management in Grid and Peer-to-Peer systems, Globe 2012, held in Vienna, Austria, in September 2012 in conjunction with DEXA 2...
详细信息
ISBN:
(数字)9783642323447
ISBN:
(纸本)9783642323430
This book constitutes the refereed proceedings of the 5th International Conference on Data Management in Grid and Peer-to-Peer systems, Globe 2012, held in Vienna, Austria, in September 2012 in conjunction with DEXA 2012.;The 9 revised full papers presented were carefully reviewed and selected from 15 submissions. The papers are organized in topical sections on data management in the cloud, cloud MapReduce and performance evaluation, and data stream systems and distributed data mining.
This book constitutes the refereed proceedings of the 39th International Conference on Current Trends in Theory and Practice of Computer Science, SOFSEM 2013, held in Špindlerův Mlýn, Czech Republic, in Janu...
详细信息
ISBN:
(数字)9783642358432
ISBN:
(纸本)9783642358425
This book constitutes the refereed proceedings of the 39th International Conference on Current Trends in Theory and Practice of Computer Science, SOFSEM 2013, held in Špindlerův Mlýn, Czech Republic, in January 2013. The 37 revised full papers presented in this volume were carefully reviewed and selected from 98 submissions. The book also contains 10 invited talks, 5 of which are in full-paper length. The contributions are organized in topical sections named: foundations of computer science; software and Web engineering; data, information, and knowledge engineering; and social computing and human factors.
This book constitutes the proceedings of the 22nd International Conference on Compiler Construction, CC 2013, held as part of the European Joint Conferences on Theory and Practice of software, ETAPS 2013, which took p...
详细信息
ISBN:
(数字)9783642370519
ISBN:
(纸本)9783642370502
This book constitutes the proceedings of the 22nd International Conference on Compiler Construction, CC 2013, held as part of the European Joint Conferences on Theory and Practice of software, ETAPS 2013, which took place in Rome, Italy, in March 2013.
The 13 papers presented in this book were carefully reviewed and selected from 53 submissions. They have been organized into five topical sections on register allocation, pointer analysis, data and information flow, machine learning, and refactoring.
暂无评论