Concordia University

cloud computing · networks · systems

• computer networks & systems
• multimedia/video streaming
• immersive media
• wireless/mobile
• edge/cloud
• iot

machine learning

• machine learning
• pattern recognition
• neural networks
• nonparametric estimation

software engineering

• software engineering
• programming languages
• formal methods
• applied machine learning

data science · databases

• databases
• digital libraries
• data mining

machine learning · networks

• large-scale optimization
• machine learning
• optical & wireless networking
• automated mechanism design

machine learning

• computer vision (3d reconstruction
• segmentation
• feature extraction)
• also vr/ar/graphics

machine learning

• pattern recognition
• image processing
• ml
• handwriting analysis (director
• cenparmi)

software engineering

• software design
• aspect-oriented software development

distributed systems · systems

• parallel & distributed computing
• parallel programming

machine learning

• ml & learning theory
• neural networks
• neural scaling laws
• adversarial robustness
• algorithmic bias
• optimization

software engineering

• mining software repositories
• software quality assurance
• software maintenance
• empirical se
• mobile apps

data science · databases · distributed systems

• federated data science
• data systems
• distributed systems
• nl interfaces to knowledge graphs

machine learning

• deep learning
• continual/federated learning
• computer vision (mila member)

databases

• database theory
• query processing
• datalog

software engineering

• automated program repair
• software testing
• text analytics of software artifacts
• mining software repositories

software engineering

• design & implementation of programming languages
• context-driven & demand-driven computing

software engineering

• development processes
• software testing & qa
• software architecture
• requirements engineering

software engineering

• software evolution
• global software ecosystems
• mining software repositories
• knowledge modeling
• iot
• ml

machine learning · natural language processing

• natural language processing
• artificial intelligence

machine learning

• deep learning
• computer vision
• computational pathology

machine learning

• deep learning
• conversational ai
• speech & signal processing
• representation learning (speechbrain)

machine learning · data science · databases

• database & knowledge-base systems
• uncertain data management
• query processing & optimization
• ml & data analytics

software engineering

• software maintenance
• refactoring & refactoring mining
• design quality
• software evolution analysis
• design-pattern mining

software engineering

• empirical software engineering
• code review
• mining software repositories
• software analytics

machine learning · natural language processing

• nlp
• computational linguistics
• linguistic features for social-media analysis

networks

• wireless networks
• iot
• vehicular networking
• communication protocols
• direct-to-satellite iot
• 5g

software engineering

• automated program repair
• software testing
• genetic improvement
• open-source software development

machine learning

• deep learning
• medical image processing
• computer-aided diagnosis
• pattern recognition
• ai in healthcare

data science · databases · software engineering

• data warehousing/olap
• programming languages
• code generation
• ci/cd

data science · distributed systems

• big-data infrastructures
• distributed computing pipelines
• reproducibility (neuroinformatics)

software engineering

• software engineering
• llm for se
• software testing
• aiops

machine learning

• computer vision
• machine learning

software engineering

• software development
• modelling & comprehension
• static/dynamic/historical analyses
• programming languages
• soa
• legacy software

machine learning

• machine/deep learning
• computer vision
• explainable ai
• medical image computing
• neuroimaging