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- Machine Learning
- Categorization of Structured Data
- Statistical Models
- Information Extraction
Protein Categorization
- Poul Liboriussen, Bjørn P. Pedersen,
Georgiana Ifrim, Poul Nissen, Christian S. Pedersen
Automatic classification of P-Type ATPases using SLR (poster, abstract)
International Conference on Intelligent Systems for Molecular Biology (ISMB 2009) and
European Conference on Computational Biology (ECCB 2009)
Text Categorization
- Georgiana Ifrim
Statistical Learning Techniques for Text Categorization with Sparse Labeled Data (pdf)
Ph.D. Thesis, Max-Planck-Institut für Informatik, 2009
- Georgiana Ifrim, Gökhan Bakir, Gerhard Weikum
Fast Logistic Regression for Text Categorization with
Variable-Length N-grams (pdf)
ACM SIGKDD
International Conference on Knowledge
Discovery and Data Mining (KDD 2008)
- Georgiana Ifrim, Gerhard Weikum
Transductive Learning for Text Classification using Explicit
Knowledge Models (pdf)
Principles
and Practice of Knowledge Discovery in Databases (PKDD 2006 )
- Georgiana Ifrim, Martin
Theobald, Gerhard Weikum
Learning Word-to-Concept Mappings for Automatic Text
Classification (pdf)
ICML-Learning
in Web Search Workshop, 2005
- Georgiana Ifrim
A Bayesian Learning Approach to Concept-Based Document Classification (pdf)
Master Thesis, Universitaet des
Saarlandes and Max-Planck
Institut für Informatik, 2005
Information Extraction, Storage and Retrieval
- Gjergji
Kasneci, Fabian M. Suchanek, Georgiana Ifrim, Shady
Elbasuoni, Maya
Ramanath, Gerhard Weikum
NAGA: Harvesting, Searching and Ranking Knowledge (pdf)
Demo Paper at the ACM
Special Interest Group on Management Of Data (SIGMOD/PODS
2008)
- Gjergji
Kasneci, Fabian M. Suchanek, Georgiana Ifrim, Maya
Ramanath, Gerhard Weikum
NAGA: Searching and Ranking Knowledge
(pdf, Technical Report)
24th IEEE International
Conference on Data Engineering (ICDE 2008)
- Fabian
M. Suchanek, Georgiana Ifrim, Gerhard Weikum
Combining Linguistic and Statistical Analysis to Extract
Relations from Web Documents (pdf, Technical Report)
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2006)
- Fabian
M. Suchanek, Georgiana Ifrim, Gerhard Weikum
LEILA: Learning to Extract Information by Linguistic Analysis
(pdf)
Workshop
on Ontology Learning and Population at COLING/ACL 2006
XML Summarization
- Maya Ramanath, Kondreddi Sarath Kumar, Georgiana Ifrim
Generating Concise and Readable Summaries of XML documents (pdf)
Technical Report, Max-Planck Institut für Informatik, Campus E1 4, MPI–I–2009–5-002
- KDD 2008 (pdf)
- ECML/PKDD 2006 (pdf)
- ICML 2005 Workshop: Learning in Web Search (pdf)
- Teaching Assistant for Information Retrieval and Data Mining (Winter
Semester, 2007/08), given by Prof. Gerhard Weikum ( Max-Planck Institut für Informatik, Saarbrücken, Germany)
- Teaching Assistant for Information Retrieval and Data Mining (Winter
Semester, 2005/06), given by Prof. Gerhard Weikum ( Max-Planck Institut für Informatik, Saarbrücken, Germany)
- Teaching Assistant for Database Systems (Summer Semester, 2005),
given by Prof. Cristoph Koch (University of Saarland, Germany)
- Teaching Assistant for Automated Reasoning (Summer Semester, 2004),
given by Prof. Harald Ganzinger ( Max-Planck Institut für Informatik, Saarbrücken, Germany)
Open source software
Text Categorization Corpora
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