Peini Liu

Publication Activity (10 Years)

Years Active: 2004-2023
Publications (10 Years): 18

Top Topics

Workflow Management

Convolutional Neural Network

Issues That Need To Be Addressed

Top Venues

SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI

Publications

Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison
TADIL: Task-Agnostic Domain-Incremental Learning through Task-ID Inference using Transformer Nearest-Centroid Embeddings. CoRR (2023)
Peini Liu, Jordi Guitart, Amir Taherkordi
Performance Characterization of Multi-Container Deployment Schemes for Online Learning Inference. CLOUD (2023)
Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak
Scanflow-K8s: Agent-based Framework for Autonomic Management and Supervision of ML Workflows in Kubernetes Clusters. CCGRID (2022)
Peini Liu, Jordi Guitart
Fine-Grained Scheduling for Containerized HPC Workloads in Kubernetes Clusters. CoRR (2022)
Peini Liu, Jordi Guitart
Fine-Grained Scheduling for Containerized HPC Workloads in Kubernetes Clusters. HPCC/DSS/SmartCity/DependSys (2022)
Peini Liu, Jordi Guitart
Performance characterization of containerization for HPC workloads on InfiniBand clusters: an empirical study. Clust. Comput. 25 (2) (2022)
Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation. CoRR (2022)
Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Jeffrey Falkanger, Miroslav Hodak
Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debuggin. Expert Syst. Appl. 202 (2022)
Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak
Human-in-the-loop online multi-agent approach to increase trustworthiness in ML models through trust scores and data augmentation. COMPSAC (2022)
Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart, Ajay Dholakia, David Ellison, Miroslav Hodak
Scanflow: an end-to-end agent-based autonomic ML workflow manager for clusters. Middleware Demos/Posters (2021)
Gusseppe Bravo Rocca, Peini Liu, Jordi Guitart, Ajay Dholakia, David Ellison, Jeffrey Falkanger, Miroslav Hodak
Scanflow: A multi-graph framework for Machine Learning workflow management, supervision, and debugging. CoRR (2021)
Peini Liu, Jordi Guitart
Performance comparison of multi-container deployment schemes for HPC workloads: an empirical study. J. Supercomput. 77 (6) (2021)
Shuai Zhang, Xinjun Mao, Fu Hou, Peini Liu
A field-based service management and discovery method in multiple clouds context. Frontiers Comput. Sci. 13 (5) (2019)
Peini Liu, Gusseppe Bravo Rocca, Jordi Guitart
Energy-Aware Dynamic Pricing Model for Cloud Environments. GECON (2019)
Shuai Zhang, Xinjun Mao, Peini Liu, Fu Hou
A Self-Adaptation Framework of Microservice Systems (S). SEKE (2018)
Peini Liu, Xinjun Mao, Fu Hou, Shuai Zhang
Generalized Nash Equilibrium Model of the Service Provisioning Problem in Multi-Cloud Competitions. SmartWorld/SCALCOM/UIC/ATC/CBDCom/IOP/SCI (2018)
Peini Liu, Xinjun Mao, Shuai Zhang, Fu Hou
Towards Reference Architecture for a Multi-layer Controlled Self-adaptive Microservice System. SEKE (2018)
Dingcheng Li, Peini Liu, Ming Huang, Yu Gu, Yue Zhang, Xiaodi Li, Daniel Dean, Xiaoxi Liu, Jingmin Xu, Hui Lei, Yaoping Ruan
Mapping client messages to a unified data model with mixture feature embedding convolutional neural network. BIBM (2017)
Wei Wang, Hao Wang, Bo Yang, Liang Liu, Peini Liu, Guosun Zeng
A Bayesian Network-Based Knowledge Engineering Framework for IT Service Management. IEEE Trans. Serv. Comput. 6 (1) (2013)
Bo Yang, Peini Liu
Value added on integrated solution of RFID enhanced asset traceability system. SOLI (2010)
Wei Wang, Hao Wang, Bo Yang, Liang Liu, Peini Liu, Guosun Zeng
A Bayesian knowledge engineering framework for service management. NOMS (2008)
Li Feng, Xiaohong Guan, Sangang Guo, Yan Gao, Peini Liu
Predicting the intrusion intentions by observing system call sequences. Comput. Secur. 23 (3) (2004)