Katarzyna Musial

Orcid: 0000-0001-6038-7647

Affiliations:
  • University of Technology Sydney, Australia
  • King's College London, Department of Informatics


According to our database1, Katarzyna Musial authored at least 122 papers between 2006 and 2024.

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Bibliography

2024
A bridge between influence models and control methods.
Appl. Netw. Sci., December, 2024

On the Effectiveness of Heterogeneous Ensembles Combining Graph Neural Networks and Heuristics for Dynamic Link Prediction.
IEEE Trans. Netw. Sci. Eng., 2024

DTCNS: A python toolbox for digital twin-oriented complex networked systems.
SoftwareX, 2024

AutonoML: Towards an Integrated Framework for Autonomous Machine Learning.
Found. Trends Mach. Learn., 2024

Automated Deep Learning: Neural Architecture Search Is Not the End.
Found. Trends Mach. Learn., 2024

On taking advantage of opportunistic meta-knowledge to reduce configuration spaces for automated machine learning.
Expert Syst. Appl., 2024

Network Diffusion - Framework to Simulate Spreading Processes in Complex Networks.
CoRR, 2024

Corrections to "A Robust Comparative Analysis of Graph Neural Networks on Dynamic Link Prediction".
IEEE Access, 2024

Fuzzy Feature Representation for Digital Twin-Oriented Social Network Simulators.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2024

2023
Inferring actual treatment pathways from patient records.
J. Biomed. Informatics, December, 2023

Machine learning for administrative health records: A systematic review of techniques and applications.
Artif. Intell. Medicine, October, 2023

The Technological Emergence of AutoML: A Survey of Performant Software and Applications in the Context of Industry.
Found. Trends Inf. Syst., 2023

Network Disruption via Continuous Batch Removal: The Case of Sicilian Mafia.
CoRR, 2023

Heterogeneous Feature Representation for Digital Twin-Oriented Complex Networked Systems.
CoRR, 2023

Digital Twin-Oriented Complex Networked Systems based on Heterogeneous node features and interaction rules.
CoRR, 2023

Review and Assessment of Digital Twin-Oriented Social Network Simulators.
IEEE Access, 2023

A Network Science Perspective of Graph Convolutional Networks: A Survey.
IEEE Access, 2023

2022
Measuring Quadrangle Formation in Complex Networks.
IEEE Trans. Netw. Sci. Eng., 2022

NATS-Bench: Benchmarking NAS Algorithms for Architecture Topology and Size.
IEEE Trans. Pattern Anal. Mach. Intell., 2022

Towards Digital Twin Oriented Modelling of Complex Networked Systems and Their Dynamics: A Comprehensive Survey.
CoRR, 2022

Net effects: examining strategies for women's inclusion and influence in ASX200 company boards.
Appl. Netw. Sci., 2022

Toward Digital Twin Oriented Modeling of Complex Networked Systems and Their Dynamics: A Comprehensive Survey.
IEEE Access, 2022

Community Detection in Social Networks Considering Social Behaviors.
IEEE Access, 2022

A Robust Comparative Analysis of Graph Neural Networks on Dynamic Link Prediction.
IEEE Access, 2022

Maximising Influence Spread in Complex Networks by Utilising Community-Based Driver Nodes as Seeds.
Proceedings of the Information Management and Big Data, 2022

Analysing Egocentric Networks via Local Structure and Centrality Measures: A Study on Chronic Pain Patients.
Proceedings of the International Conference on Information Networking, 2022

Skills Taught vs Skills Sought: Using Skills Analytics to Identify the Gaps between Curriculum and Job Markets.
Proceedings of the 15th International Conference on Educational Data Mining, 2022

2021
A block-based generative model for attributed network embedding.
World Wide Web, 2021

A Scalable Redefined Stochastic Blockmodel.
ACM Trans. Knowl. Discov. Data, 2021

AutoWeka4MCPS-AVATAR: Accelerating automated machine learning pipeline composition and optimisation.
Expert Syst. Appl., 2021

Foundations and Modeling of Dynamic Networks Using Dynamic Graph Neural Networks: A Survey.
IEEE Access, 2021

Exploring Opportunistic Meta-knowledge to Reduce Search Spaces for Automated Machine Learning.
Proceedings of the International Joint Conference on Neural Networks, 2021

Analysing Ego-Networks via Typed-Edge Graphlets: A Case Study of Chronic Pain Patients.
Proceedings of the Complex Networks & Their Applications X - Volume 1, Proceedings of the Tenth International Conference on Complex Networks and Their Applications COMPLEX NETWORKS 2021, Madrid, Spain, November 30, 2021

An insight into network structure measures and number of driver nodes.
Proceedings of the ASONAM '21: International Conference on Advances in Social Networks Analysis and Mining, Virtual Event, The Netherlands, November 8, 2021

2020
Semi-supervised stochastic blockmodel for structure analysis of signed networks.
Knowl. Based Syst., 2020

ModMRF: A modularity-based Markov Random Field method for community detection.
Neurocomputing, 2020

Transformer based Deep Intelligent Contextual Embedding for Twitter sentiment analysis.
Future Gener. Comput. Syst., 2020

Foundations and modelling of dynamic networks using Dynamic Graph Neural Networks: A survey.
CoRR, 2020

A Block-based Generative Model for Attributed Networks Embedding.
CoRR, 2020

Interacting Spreading Processes in Multilayer Networks: A Systematic Review.
IEEE Access, 2020

Towards skills-based curriculum analytics: can we automate the recognition of prior learning?
Proceedings of the LAK '20: 10th International Conference on Learning Analytics and Knowledge, 2020

Multi-level Graph Convolutional Networks for Cross-platform Anchor Link Prediction.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Towards Improved Deep Contextual Embedding for the identification of Irony and Sarcasm.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

Biomedical Named-Entity Recognition by Hierarchically Fusing BioBERT Representations and Deep Contextual-Level Word-Embedding.
Proceedings of the 2020 International Joint Conference on Neural Networks, 2020

AVATAR - Machine Learning Pipeline Evaluation Using Surrogate Model.
Proceedings of the Advances in Intelligent Data Analysis XVIII, 2020

Curriculum profile: modelling the gaps between curriculum and the job market.
Proceedings of the 13th International Conference on Educational Data Mining, 2020

Closure Coefficient in Complex Directed Networks.
Proceedings of the Complex Networks & Their Applications IX, 2020

Topic Enhanced Sentiment Spreading Model in Social Networks Considering User Interest.
Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019
Sub-query Fragmentation for Query Analysis and Data Caching in the Distributed Environment.
CoRR, 2019

Simulation and Augmentation of Social Networks for Building Deep Learning Models.
CoRR, 2019

Interacting spreading processes in multilayer networks.
CoRR, 2019

Analysis and Applications of Complex Social Networks 2018.
Complex., 2019

DICE: Deep Intelligent Contextual Embedding for Twitter Sentiment Analysis.
Proceedings of the 2019 International Conference on Document Analysis and Recognition, 2019

Emotional Contagion-Based Social Sentiment Mining in Social Networks by Introducing Network Communities.
Proceedings of the 28th ACM International Conference on Information and Knowledge Management, 2019

Community Detection in Social Networks Considering Topic Correlations.
Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018
Research Designs for Social Network Analysis.
Proceedings of the Encyclopedia of Social Network Analysis and Mining, 2nd Edition, 2018

Adaptive community detection incorporating topology and content in social networks<sup>✰</sup>.
Knowl. Based Syst., 2018

Change point detection in social networks - Critical review with experiments.
Comput. Sci. Rev., 2018

Robust Detection of Communities with Multi-semantics in Large Attributed Networks.
Proceedings of the Knowledge Science, Engineering and Management, 2018

NetSim - The framework for complex network generator.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 22nd International Conference KES-2018, 2018

The Impact of Social Versus Individual Learning for Agents' Risk Perception During Epidemics.
Proceedings of the 14th IEEE International Conference on e-Science, 2018

Solving the Problem of the "Gender Offenders": Using Criminal Network Analysis to Optimize Openness in Male Dominated Collaborative Networks.
Proceedings of the 13th Annual International Conference of the Alliance of Digital Humanities Organizations, 2018

Research Performance Reporting is Fallacious.
Proceedings of the 5th International Conference on Behavioral, 2018

2017
Using Centrality Measures to Predict Helpfulness-Based Reputation in Trust Networks.
ACM Trans. Internet Techn., 2017

Analysis and Applications of Complex Social Networks.
Complex., 2017

Demonstration: Multi-agent System for Distributed Cache Maintenance.
Proceedings of the Advances in Practical Applications of Cyber-Physical Multi-Agent Systems: The PAAMS Collection, 2017

Multi-Agent System for Distributed Cache Maintenance.
Proceedings of the Advances in Practical Applications of Cyber-Physical Multi-Agent Systems: The PAAMS Collection, 2017

Newton's Gravitational Law for Link Prediction in Social Networks.
Proceedings of the Complex Networks & Their Applications VI, 2017

Adaptive Community Detection Incorporating Topology and Content in Social Networks.
Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017, Sydney, Australia, July 31, 2017

A Community Bridge Boosting Social Network Link Prediction Model.
Proceedings of the 2017 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining 2017, Sydney, Australia, July 31, 2017

2016
Social Network Analysis in Applications.
AI Commun., 2016

Learning in unlabeled networks - An active learning and inference approach.
AI Commun., 2016

Pricing Options with Portfolio-Holding Trading Agents in Direct Double Auction.
Proceedings of the ECAI 2016 - 22nd European Conference on Artificial Intelligence, 29 August-2 September 2016, The Hague, The Netherlands, 2016

Hybrid structure-based link prediction model.
Proceedings of the 2016 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, 2016

2015
Link Prediction Methods and Their Accuracy for Different Social Networks and Network Metrics.
Sci. Program., 2015

Agent Based Simulation to Evaluate Adaptive Caching in Distributed Databases.
Proceedings of the Multi-Agent Systems and Agreement Technologies, 2015

2014
Research Designs for Social Network Analysis.
Encyclopedia of Social Network Analysis and Mining, 2014

Extraction of Multi-layered Social Networks from Activity Data.
CoRR, 2014

Direct Exchange Mechanisms for Option Pricing.
Proceedings of the Multi-Agent Systems - 12th European Conference, 2014

Simulating the Information Diffusion Process in Complex Networks Using Push and Pull Strategies.
Proceedings of the 2014 European Network Intelligence Conference, 2014

2013
Social networks on the Internet.
World Wide Web, 2013

Creation and growth of online social network - How do social networks evolve?
World Wide Web, 2013

Molecular model of dynamic social network based on e-mail communication.
Soc. Netw. Anal. Min., 2013

What kind of network are you?: using local and global characteristics in network categorisation tasks.
Proceedings of the Advances in Social Networks Analysis and Mining 2013, 2013

Active learning and inference method for within network classification.
Proceedings of the Advances in Social Networks Analysis and Mining 2013, 2013

2012
Next challenges for adaptive learning systems.
SIGKDD Explor., 2012

Analysis of Neighbourhoods in Multi-layered Dynamic Social Networks.
Int. J. Comput. Intell. Syst., 2012

Predicting the Evolution of Social Networks: Optimal Time Window Size for Increased Accuracy.
Proceedings of the 2012 International Conference on Privacy, 2012

A Probabilistic Approach to Structural Change Prediction in Evolving Social Networks.
Proceedings of the International Conference on Advances in Social Networks Analysis and Mining, 2012

2011
Multidimensional Social Network in the Social Recommender System.
IEEE Trans. Syst. Man Cybern. Part A, 2011

On Accuracy of PDF Divergence Estimators and Their Applicability to Representative Data Sampling.
Entropy, 2011

Link Prediction Based on Subgraph Evolution in Dynamic Social Networks.
Proceedings of the PASSAT/SocialCom 2011, Privacy, 2011

A Generic Model for a Multidimensional Temporal Social Network.
Proceedings of the e-Technologies and Networks for Development, 2011

Multidimensional Social Network: Model and Analysis.
Proceedings of the Computational Collective Intelligence. Technologies and Applications, 2011

A degree centrality in multi-layered social network.
Proceedings of the International Conference on Computational Aspects of Social Networks, 2011

The Dynamic Structural Patterns of Social Networks Based on Triad Transitions.
Proceedings of the International Conference on Advances in Social Networks Analysis and Mining, 2011

2010
Personalized Ontology-Based Recommender Systems for Multimedia Objects.
Proceedings of the Agent and Multi-agent Technology for Internet and Enterprise Systems, 2010

A Method for Group Extraction in Complex Social Networks.
Proceedings of the Knowledge Management, Information Systems, E-Learning, and Sustainability Research, 2010

Multi-Layered Social Network Creation Based on Bibliographic Data.
Proceedings of the 2010 IEEE Second International Conference on Social Computing, 2010

Individual Neighbourhood Exploration in Complex Multi-layered Social Network.
Proceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology - Workshops, Toronto, Canada, August 31, 2010

Utilizing Dynamic Molecular Modelling Technique for Predicting Changes in Complex Social Networks.
Proceedings of the 2010 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology - Workshops, Toronto, Canada, August 31, 2010

2009
Motif Analysis and the Periodic Structural Changes in an Organizational Email-Based Social Network.
Int. J. Virtual Communities Soc. Netw., 2009

Evaluation of node position based on email communication.
Control. Cybern., 2009

Temporal Changes in Local Topology of an Email-Based Social Network.
Comput. Informatics, 2009

Structural Changes in an Email-Based Social Network.
Proceedings of the Agent and Multi-Agent Systems: Technologies and Applications, 2009

Efficiency of Node Position Calculation in Social Networks.
Proceedings of the Knowledge-Based and Intelligent Information and Engineering Systems, 2009

User position measures in social networks.
Proceedings of the 3rd Workshop on Social Network Mining and Analysis, 2009

Properties of Bridge Nodes in Social Networks.
Proceedings of the Computational Collective Intelligence. Semantic Web, 2009

Molecular dynamics modelling of the temporal changes in complex networks.
Proceedings of the IEEE Congress on Evolutionary Computation, 2009

A Performance of Centrality Calculation in Social Networks.
Proceedings of the International Conference on Computational Aspects of Social Networks, 2009

Motif-Based Analysis of Social Position Influence on Interconnection Patterns in Complex Social Network.
Proceedings of the First Asian Conference on Intelligent Information and Database Systems, 2009

2008
Social Recommendations within the Multimedia Sharing Systems.
Proceedings of the Emerging Technologies and Information Systems for the Knowledge Society, 2008

Mining Personal Social Features in the Community of Email Users.
Proceedings of the SOFSEM 2008: Theory and Practice of Computer Science, 2008

Recommendation of Multimedia Objects Based on Similarity of Ontologies.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2008

Local Topology of Social Network Based on Motif Analysis.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2008

Patterns of Interactions in Complex Social Networks Based on Coloured Motifs Analysis.
Proceedings of the Advances in Neuro-Information Processing, 15th International Conference, 2008

Temporal Changes in Connection Patterns of an Email-Based Social Network.
Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and International Conference on Intelligent Agent Technology, 2008

Profile of the Social Network in Photo Sharing Systems.
Proceedings of the Learning from the past & charting the future of the discipline. 14th Americas Conference on Information Systems, 2008

2007
On utilising social networks to discover representatives of human communities.
Int. J. Intell. Inf. Database Syst., 2007

Assessment of Personal Importance Based on Social Networks.
Proceedings of the MICAI 2007: Advances in Artificial Intelligence, 2007

2006
Recommendation Framework for Online Social Networks.
Proceedings of the Advances in Web Intelligence and Data Mining, 2006

Social Capital in Online Social Networks.
Proceedings of the Knowledge-Based Intelligent Information and Engineering Systems, 2006


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