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We introduce a novel evolutionary algorithm (EA) with a semantic network-based representation. For enabling this, we establish new formulations of EA variation operators, crossover and mutation, that we adapt to work on semantic networks.…

神经与进化计算 · 计算机科学 2015-03-02 Atilim Gunes Baydin , Ramon Lopez de Mantaras , Santiago Ontanon

The composition of web services is a promising approach enabling flexible and loose integration of business applications. Numerous approaches related to web services composition have been developed usually following three main phases: the…

软件工程 · 计算机科学 2017-05-24 Thanh Thoa Pham Thi , Markus Helfert

Mobile edge computing (MEC) has recently become a prevailing technique to alleviate the intensive computation burden in Internet of Things (IoT) networks. However, the limited device battery capacity and stringent spectrum resource…

信息论 · 计算机科学 2021-06-29 Xian Li , Suzhi Bi , Zhi Quan , Hui Wang

Semantic caching enhances the efficiency of large language model (LLM) systems by identifying semantically similar queries, storing responses once, and serving them for subsequent equivalent requests. However, existing semantic caching…

机器学习 · 计算机科学 2025-07-10 Shervin Ghaffari , Zohre Bahranifard , Mohammad Akbari

The capacitated arc routing problem with time-dependent service costs (CARPTDSC) is a challenging combinatorial optimization problem that arises from winter gritting applications. CARPTDSC has two main challenges about time consumption.…

神经与进化计算 · 计算机科学 2025-07-30 Qingya Li , Shengcai Liu , Wenjie Chen , Juan Zou , Ke Tang , Xin Yao

Task scheduling as an effective strategy can improve application performance on computing resource-limited devices over distributed networks. However, existing evaluation mechanisms fail to depict the complexity of diverse applications,…

分布式、并行与集群计算 · 计算机科学 2024-01-01 Xuwei Fan , Zhipeng Cheng , Ning Chen , Lianfen Huang , Xianbin Wang

The combination of Internet of Things (IoT) and Edge Computing (EC) can assist in the delivery of novel applications that will facilitate end users activities. Data collected by numerous devices present in the IoT infrastructure can be…

数据库 · 计算机科学 2020-08-13 Kostas Kolomvatsos , Christos Anagnostopoulos

Service composition aims at achieving a business goal by composing existing service-based applications or components. The response time of a service is crucial especially in time critical business environments, which is often stated as a…

软件工程 · 计算机科学 2020-03-19 Étienne André , Tian Huat Tan , Manman Chen , Shuang Liu , Jun Sun , Yang Liu , Jin Song Dong

Real-world networks often involve both keywords and locations, along with travel time variations between locations due to traffic conditions. However, most existing cohesive subgraph-based community search studies utilize a single…

社会与信息网络 · 计算机科学 2025-05-20 Li Ni , Hengkai Xu , Lin Mu , Yiwen Zhang , Wenjian Luo

We study the Quality of Service Degradation (QoSD) problem, in which an adversary perturbs edge weights to degrade network performance. This setting arises in both network infrastructures and distributed ML systems, where communication…

机器学习 · 计算机科学 2025-10-21 Nguyen Do , Bach Ngo , Youval Kashuv , Canh V. Pham , Hanghang Tong , My T. Thai

Mobile edge computing (MEC) is a promising technology to support mission-critical vehicular applications, such as intelligent path planning and safety applications. In this paper, a collaborative edge computing framework is developed to…

系统与控制 · 电气工程与系统科学 2020-10-06 Mushu Li , Jie Gao , Lian Zhao , Xuemin Shen

Automatic Web service composition is a research direction aimed to improve the process of aggregating multiple Web services to create some new, specific functionality. The use of semantics is required as the proper semantic model with…

网络与互联网体系结构 · 计算机科学 2020-05-07 Andrei Netedu , Sabin C. Buraga , Paul Diac , Liana Ţucăr

A novel non-orthogonal multiple access (NOMA) based cache-aided mobile edge computing (MEC) framework is proposed. For the purpose of efficiently allocating communication and computation resources to users' computation tasks requests, we…

信号处理 · 电气工程与系统科学 2019-06-24 Zhong Yang , Yuanwei Liu , Yue Chen , Naofal Al-Dhahir

With growing environmental concerns, electric vehicles for logistics have gained significant attention within the computational intelligence community in recent years. This work addresses an emerging and significant extension of the…

神经与进化计算 · 计算机科学 2025-05-27 Zubin Zheng , Shengcai Liu , Yew-Soon Ong

In this work we propose a new approach for semantic web matching to improve the performance of Web Service replacement. Because in automatic systems we should ensure the self-healing, self-configuration, self-optimization and…

信息检索 · 计算机科学 2021-07-14 Kamran Zamanifar , Golsa Heidari , Naser Nematbakhsh , Farhad Mardookhi

In this paper we present a theoretical analysis of graph-based service composition in terms of its dependency with service discovery. Driven by this analysis we define a composition framework by means of integration with fine-grained I/O…

人工智能 · 计算机科学 2015-02-11 Pablo Rodriguez-Mier , Carlos Pedrinaci , Manuel Lama , Manuel Mucientes

Feature selection is a problem of finding efficient features among all features in which the final feature set can improve accuracy and reduce complexity. In feature selection algorithms search strategies are key aspects. Since feature…

机器学习 · 计算机科学 2016-01-27 Mohadeseh Montazeri , Hamid Reza Naji , Mitra Montazeri , Ahmad Faraahi

Prevailing LLM serving engines employ expert parallelism (EP) to implement multi-device inference of massive MoE models. However, the efficiency of expert parallel inference is largely bounded by inter-device communication, as EP embraces…

机器学习 · 计算机科学 2026-03-02 Yan Li , Zhenyu Zhang , Zhengang Wang , Pengfei Chen , Pengfei Zheng

Domain-specific quantitative reasoning remains a major challenge for large language models (LLMs), especially in fields requiring expert knowledge and complex question answering (QA). In this work, we propose Expert Question Decomposition…

计算与语言 · 计算机科学 2025-10-03 Mengyu Wang , Sotirios Sabanis , Miguel de Carvalho , Shay B. Cohen , Tiejun Ma

Efficient service composition in real time while providing necessary Quality of Service (QoS) guarantees has been a challenging research problem with ever growing complexity. Several heuristic based approaches with diverse proposals for…

软件工程 · 计算机科学 2018-06-29 Soumi Chattopadhyay , Ansuman Banerjee