Dr. Guangyuan Piao

信息来源: 发布日期: 2022-04-15 浏览次数:

Staff Details

Position: Lecturer/ Assistant Professor

Email:guangyuan.piao@mu.ie

Guangyuan Piao received his B.Sc. degree in Computer Science from Jilin University in China, and received his M.Eng. degree in information engineering from Yonsei University in South Korea. He holds a PhD from Data Science Institute at National University of Ireland Galway in Ireland with the research topic of “Semantics-aware User Modeling and Recommender Systems in Microblogging Social Networks”. Before joining Maynooth University, he worked as a research scientist with the focus on AIOps at NOKIA Bell Labs.


Research Project

Guangyuan Piao is currently a Lecturer/Assistant Professor at Maynooth University, Ireland with research interest in web mining, social media mining, recommender systems with knowledge graphs, knowledge graph mining and information retrieval. Prior to the current position, he was a research scientist at NOKIA Bell Labs with the research interest of AIOps (Artificial Intelligence for IT Operations) and applied AI technologies to solve challenging real-world problems in the context of networked systems. He did his PhD at the Insight Research Centre for Data Analytics, NUI Galway Ireland with the scholarship from SAP and SFI (Science Foundation Ireland). He has been actively publishing and giving tutorials in top-tier AI and Systems venues such as Foundations and Trends® in Information Retrieval, UMUAI, IJCAI, CIKM, ESWC, and Eurosys. He has served as a program committee or reviewer for both AI and Systems conferences such as WWW, Web Science, AAAI, ISWC, ESWC, CIKM, Middleware, and EuCNC.

Scientific Treatise

Measuring semantic distance for linked open data-enabled recommender systems

G Piao, JG Breslin

Proceedings of the 31st Annual ACM Symposium on Applied Computing (SAC), 315-320

59

2016

Exploring dynamics and semantics of user interests for user modeling on Twitter for link recommendations

G Piao, JG Breslin

���International Conference on Semantic Systems (SEMANTiCS), 81-88

43

2016

Inferring user interests in microblogging social networks: a survey

G Piao, JG Breslin

User Modeling and User-Adapted Interaction (UMUAI) 28 (3), 277-329

42

2018

Analyzing aggregated semantics-enabled user modeling on Google+ and Twitter for personalized link recommendations

G Piao, JG Breslin

User Modeling Adaptation and Personalization (UMAP), 105-109

27

2016

Computing the semantic similarity of resources in dbpedia for recommendation purposes

G Piao, S showkat Ara, JG Breslin

Joint International Semantic Technology Conference (JIST), 185-200

27

2015

Transfer learning for item recommendations and knowledge graph completion in item related domains via a co-factorization model

G Piao, JG Breslin

Extended Semantic Web Conference (ESWC), 496-511

23

2018

Inferring user interests for passive users on Twitter by leveraging followee biographies

G Piao, JG Breslin

European Conference on Information Retrieval (ECIR), 122-133

21

2017

Financial aspect and sentiment predictions with deep neural networks: an ensemble approach

G Piao, JG Breslin

Companion Proceedings of the The Web Conference (WWW), 1973-1977

20

2018

User modeling on Twitter with WordNet Synsets and DBpedia concepts for personalized recommendations

G Piao, JG Breslin

Conference on Information and Knowledge Management (CIKM), 2057-2060

20

2016

Analyzing MOOC entries of professionals on LinkedIn for user modeling and personalized MOOC recommendations

G Piao, JG Breslin

User Modeling Adaptation and Personalization (UMAP), 291-292

20

2016

Interest representation, enrichment, dynamics, and propagation: a study of the synergetic effect of different user modeling dimensions for personalized recommendations on Twitter

G Piao, JG Breslin

European Knowledge Acquisition Workshop (EKAW), 496-510

11

2016

Towards comprehensive user modeling on the social web for personalized link recommendations

G Piao

User Modeling Adaptation and Personalization (UMAP), 333-336

10

2016

A study of the similarities of entity embeddings learned from different aspects of a knowledge base for item recommendations

G Piao, JG Breslin

���DL4KG at Extended Semantic Web Conference (ESWC), 345-359

7

2018

Factorization machines leveraging lightweight linked open data-enabled features for top-N recommendations

G Piao, JG Breslin

International Conference on Web Information Systems Engineering (WISE), 420-434

7

2017

Leveraging followee list memberships for inferring user interests for passive users on Twitter

G Piao, JG Breslin

Proceedings of the 28th ACM Conference on Hypertext and Social Media …

7

2017

Learning to Rank Tweets with Author-Based Long Short-Term Memory Networks

G Piao, JG Breslin

International Conference on Web Engineering (ICWE), 288-295

6

2018

Extracting, Mining and Predicting Users’ Interests from Social Media

F Zarrinkalam, S Faralli, G Piao, E Bagheri

Foundations and Trends® in Information Retrieval

3

2020

Inferring Hierarchical Mixture Structures: A Bayesian Nonparametric Approach

W Huang, N Laitonjam, G Piao, NJ Hurley

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 206-218

2*

2021

Mining User Interests from Social Media (Tutorial)

F Zarrinkalam, G Piao, S Faralli, E Bagheri

Conference on Information & Knowledge Management (CIKM), 3519-3520

2*

2020

Mining User Interests from Social Media (Tutorial)

F Zarrinkalam, S Faralli, G Piao, E Bagheri

International Joint Conference on Artificial Intelligence (IJCAI), https …

Domain-Aware Sentiment Classification using GRUs and CNNs

G Piao, JG Breslin

���1st Place in the Semantic Sentiment Analysis Challenge at the 15th Extended …

2018Geometric Heuristics for Transfer Learning in Decision Trees

S Chaubal, M Rzepecki, PK Nicholson, G Piao, A Sala

Proceedings of the 30th ACM International Conference on Information …

2021Deadline-Aware TDMA Scheduling for Multihop Networks Using Reinforcement Learning

S Chilukur, G Piao, D Lugones, D Pesch

IFIP Networking

2021Data-Driven Energy Conservation in Cellular Networks: A Systems Approach

G Premsankar, G Piao, PK Nicholson, M Di Francesco, D Lugones

IEEE Transactions on Network and Service Management 18 (3), 3567-3582

2021Scholarly text classification with sentence BERT and entity embeddings

G Piao

Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 79-87

2021Partially Observable Markov Decision Process Modelling for Assessing Hierarchies

W Huang, G Piao, R Moreno, N Hurley

���Asian Conference on Machine Learning (ACML), 641-656

2020Semantics-aware user modeling and recommender systems in online social networks

G Piao

National University of Ireland Galway

2018Student Research Abstract: Exploiting the Semantic Similarity of Interests in a Semantic Interest Graph for Social Recommendations

G Piao

Proceedings of the 31st Annual ACM Symposium on Applied Computing (SAC) 16 …

2016DBQuote: A Social Web based System for Collecting and Sharing Wisdom Quotes

G Piao, JG Breslin

Joint International Semantic Technology Conference (JIST), Poster and …

2015Learning to Predict the Departure Dynamics of Wikidata Editors

G Piao, W Huang

International Semantic Web Conference (ISWC)

2021A Simple Language Independent Approach for Distinguishing Individuals on Social Media

G Piao

Proceedings of the 32nd ACM Conference on Hypertext and Social Media, 251-256

2021Recommending Knowledge Concepts on MOOC Platforms with Meta-path-based Representation Learning

G Piao

Educational Data Mining (EDM)

2021Fashion Recommendations with Operation-aware Neural Networks

G Piao

Discovery Challenge at ECML/PKDD

202 1Regression-enhanced Random Forests with Personalized Patching for COVID-19 Retweet Prediction

G Piao, W Huang

CIKM AnalytiCup at International Conference on Knowledge and Management (CIKM)

2020Env2Vec: Accelerating VNF Testing via Deep Learning

G Piao, P Nicholson, D Lugones

European Conference on Computer Systems (EuroSys)

2020Evaluating Hierarchies through A Partially Observable Markov Decision Processes Methodology

W Huáng, G Piao, R Moreno, NJ Hurley

Journal of Artificial Intelligence

2019POMDP Modelling for Assessing Hierarchies

W Huang, G Piao, R Moreno, NJ Hurley

arXiv preprint arXiv:1908.07031

2019An Ensemble Approach for Entity Type Prediction over Linked Data

G Piao, JG Breslin

Linked Data Challenge at Joint International Semantic Technology Conference …

2015Semantic Web Constraint Language complement and the editor development in Protégé

G Piao, Y Yoon, W Kim

한국IT서비스학회

2011Ontology-based Optimization Modelling Tool for distributed and ad-hoc business problems

P GUANGYUAN

Yonsei University

2011

2*

2020