Gabor Melli Research Publication

A Gabor Melli Research Publication is a research publication authored or co-authored by Gabor Melli that contributes to scientific knowledge in machine learning, natural language processing, or bioinformatics.

• AKA: Gabor Melli Publication, Gabor Melli Paper, GM Publication.
• Context:
  • It can typically be associated with a Gabor Melli Research Project on a Gabor Melli Research Topic.
  • It can often be associated with a Gabor Melli Public Presentation at an academic conference or research workshop.
  • It can contribute to text mining research, ontology learning, biomedical informatics, or data mining applications.
  • It can involve collaborative research with research institutions including Simon Fraser University, University of Alberta, and University of Illinois.
  • It can range from being a Gabor Melli Research Post to being a Gabor Melli Research Thesis, depending on its publication format.
  • It can have accumulated over 3,191 citations with an h-index of 10 (as of 2025).
  • ...
• Example(s):
  • High-Impact Gabor Melli Publications (>100 citations):
    • (Yu et al., 2010) "PSORTb 3.0: Improved protein subcellular localization prediction" - 2,835 citations.
    • (Melli et al., 2005) "Description of SQUASH, the SFU Question Answering Summary Handler" - 95 citations.
    • (Shi et al., 2007) "Question answering summarization of multiple biomedical documents" - 58 citations.
  • 2020s Gabor Melli Publications:
    • (Melli et al., 2020) "GM-RKB WikiText Error Correction Task and Baselines" at LREC 2020.
  • 2010s Gabor Melli Publications:
    • (Melli, 2016) "Semantically Annotated Concepts in KDD's 2009-2015 Abstracts" at LangOnto2-TermiKS Workshop.
    • (Melli, 2014) "Shallow Semantic Parsing of Product Offering Titles" at ACM SIGKDD 2014.
    • (Melli & Romming, 2012) "Overview of the CPROD1 Contest on Consumer Product Recognition" at IEEE ICDM 2012.
    • (Melli, 2012) "Identifying Untyped Relation Mentions in a Corpus given an Ontology" at TextGraphs-7.
    • (Melli et al., 2012) "Top-10 Data Mining Case Studies" in International Journal of Information Technology & Decision Making.
    • (Melli, 2010b) "Supervised Ontology to Document Interlinking" - Ph.D. Thesis, Simon Fraser University.
    • (Melli & Ester, 2010) "Supervised Identification and Linking of Concept Mentions" at CIKM 2010.
    • (Melli, 2010a) "Concept Mentions within KDD-2009 Abstracts" at LREC 2010.
  • 2000s Gabor Melli Publications:
    • (Melli & McQuinn, 2008) "Requirements Specification Using Fact-Oriented Modeling" at ORM 2008.
    • (Melli et al., 2007) "Recognition of Multi-sentence n-ary Subcellular Localization Mentions" at LBM 2007.
    • (Melli et al., 2006a) "Description of SQUASH for DUC-2006" at DUC 2006.
    • (Melli et al., 2006b) "Introduction to Special Issue on Successful Real-World Data Mining" in ACM SIGKDD Explorations.
    • (Freeman & Melli, 2006) "Championing of an LTV Model at LTC" in ACM SIGKDD Explorations.
    • (Kitts, Melli et al., 2005) "Proceedings of the Workshop on Data Mining Case Studies" - edited volume.
    • (Melli, 2004) "Scribe Notes on FOIL and Inverted Deduction" for SFU CMPT-882.
    • (Melli et al., 2003) "Column Reduction During Progressive Sampling" at DMAK 2003.
  • 1990s Gabor Melli Publications:
    • (Melli, 1999a) "A Lazy Model-based Algorithm for On-Line Classification" at PKDD 1999.
    • (Melli, 1999b) "The datgen Dataset Generator" - software tool publication.
    • (Melli, 1998) "A Lazy Model-based Approach to On-Line Classification" - Master's Thesis, Simon Fraser University.
    • (Melli, 1996) "Ad Hoc Attribute-Value Prediction" at AAAI 1996.
    • (Han et al., 1995) "Knowledge Mining in Databases" in Canadian AI Magazine.
  • ...
• Counter-Example(s):
  • Gabor Melli Personal Publication, which lacks peer review process.
  • Gabor Melli Blog Post, which lacks academic rigor.
  • Gabor Melli Patent, which serves commercial purpose rather than research dissemination.
• See: Gabor Melli, Gabor Melli Public Presentation, Gabor Melli Research Project, Gabor Melli Research Topic, Research Publication, Computer Science Publication.

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References

• Google Scholar Author Page: http://scholar.google.com/citations?user=VVmkSAYAAAAJ
• DBLP Author Page: http://www.informatik.uni-trier.de/~ley/db/indices/a-tree/m/Melli:Gabor.html

2020

• (Melli et al., 2020) ⇒ Gabor Melli, Abdelrhman Eldallal, Bassim Lazem, and Olga Moreira. (2020). “GM-RKB WikiText Error Correction Task and Baselines.”. In: Proceedings of the 12th Language Resources and Evaluation Conference (LREC-2020).

2016

• (Melli, 2016) ⇒ Gabor Melli. (2016). “Semantically Annotated Concepts in KDD's 2009-2015 Abstracts.” In: Proceedings of LangOnto2-TermiKS (LO2TKS) 2016 Workshop.

2014

• (Melli, 2014) ⇒ Gabor Melli. (2014). “Shallow Semantic Parsing of Product Offering Titles (for Better Automatic Hyperlink Insertion).” In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. ISBN:978-1-4503-2956-9 doi:10.1145/2623330.2623343
  • Citations: 24

2012

• (Melli & Romming, 2012) ⇒ Gabor Melli, and Christian Romming. (2012). “An Overview of the CPROD1 Contest on Consumer Product Recognition within User Generated Postings and Normalization against a Large Product Catalog.” In: Proceedings of the ICDM-2012 Workshop on the CPROD1 Contest.
  • Citations: 11
• (Melli, 2012) ⇒ Gabor Melli. (2012). “Identifying Untyped Relation Mentions in a Corpus given an Ontology.” In: Workshop Proceedings of TextGraphs-7: Graph-based Methods for Natural Language Processing (TextGraphs-7).
• (Melli, Wu, et al., 2012) ⇒ Gabor Melli, Xindong Wu, Paul Beinat, Francesco Bonchi, Longbing Cao, Rong Duan, Christos Faloutsos, Rayid Ghani, Brendan Kitts, Bart Goethals, Geoff Mclachlan, Jian Pei, Ashok Srivastava, and Osmar Zaïane. (2011). “Top-10 Data Mining Case Studies.” In: International Journal of Information Technology & Decision Making, 11(2). doi: 10.1142/S021962201240007X

2010

• (Melli, 2010b) ⇒ Gabor Melli. (2010). “Supervised Ontology to Document Interlinking..” Ph.D. Thesis, Simon Fraser University.
• (Melli & Ester, 2010) ⇒ Gabor Melli, and Martin Ester. (2010). “Supervised Identification and Linking of Concept Mentions to a Domain-Specific Ontology.” In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management (CIKM 2010). doi:10.1145/1871437.1871712
• (Yu et al., 2010) ⇒ Nancy Y. Yu, James R. Wagner, Matthew R. Laird, Gabor Melli, Sébastien Rey, Raymond Lo, Phuong Dao, S. Cenk Sahinalp, Martin Ester, Leonard J. Foster, and Fiona S. L. Brinkman. (2010). “PSORTb 3.0: Improved protein subcellular localization prediction with refined localization subcategories and predictive capabilities for all prokaryotes.” In: Bioinformatics, 26(13). doi:10.1093/bioinformatics/btq249
  • Citations: 2,835
• (Melli, 2010a) ⇒ Gabor Melli. (2010). “Concept Mentions within KDD-2009 Abstracts (kdd09cma1) Linked to a KDD Ontology (kddo1).” In: Proceedings of the Seventh Conference on International Language Resources and Evaluation (LREC 2010).

2008

• (Melli & McQuinn, 2008) ⇒ Gabor Melli, and Jerre McQuinn. (2008). “Requirements Specification Using Fact-Oriented Modeling: A Case Study and Generalization.” In: Proceedings of Workshop on Object-Role Modeling (ORM 2008). doi:10.1007/978-3-540-88875-8_98

2007

• (Melli et al., 2007) ⇒ Gabor Melli, Martin Ester, and Anoop Sarkar. (2007). “Recognition of Multi-sentence n-ary Subcellular Localization Mentions in Biomedical Abstracts.” In: Proceedings of the 2nd International Symposium on Languages in Biology and Medicine (LBM 2007).
• (Melli, 2007) ⇒ Gabor Melli. (2007). “Inductive Approaches to the Detection and Classification of Semantic Relation Mentions." Depth Report, Simon Fraser School of Computing Science. August 27, 2007.
• (Shi et al., 2007) ⇒ Zhongmin Shi, Gabor Melli, Yang Wang, Yudong Liu, Baohua Gu, Mehdi M. Kashani, Anoop Sarkar, and Fred Popowich. (2007). “Question Answering Summarization of Multiple Biomedical Documents.” In: Proceedings of Canadian AI Conference (CAI 2007).

2006

• (Melli et al., 2006a) ⇒ Gabor Melli, Zhongmin Shi, Yang Wang, Yudong Liu, Anoop Sarkar, and Fred Popowich. (2006). “Description of SQUASH, the SFU Question Answering Summary Handler for the DUC-2006 Summarization Task.” In: Proceeding of Document Understanding Conference (DUC 2006).
• (Melli et al., 2006b) ⇒ Gabor Melli, Osmar R. Zaïane, and Brendan Kitts. (2006). “Introduction to the Special Issue on Successful Real-World Data Mining Applications.” In: ACM SIGKDD Explorations Newsletter, 8(1). doi:10.1145/1147234.1147235
• (Freeman & Melli, 2006) ⇒ Edmund Freeman, and Gabor Melli. (2006). “Championing of an LTV Model at LTC." ACM SIGKDD Explorations Newsletter, 8(1). doi:10.1145/1147234.1147239

2005

• (Melli et al., 2005) ⇒ Gabor Melli, Yang Wang, Yudong Liu, M. M. Kashani, Zhongmin Shi, Baohua Gu, Anoop Sarkar, and Fred Popowich. (2005). “Description of SQUASH, the SFU Question Answering Summary Handler for the DUC-2005 Summarization Task.” In: Proceedings of the Document Understanding Conference (DUC-2005).
• (Kitts, Melli et al., 2005) ⇒ Brendan Kitts, Gabor Melli, and Karl Rexer. (2005). “Proceedings of the Workshop on Data Mining Case Studies. Editors. (website)

2004

• (Melli, 2004) ⇒ Gabor Melli. (2004). “Scribe Notes on FOIL and Inverted Deduction.” In: Scribe Notes for the 2004 SFU course on Machine Learning (SFU CMPT-882 2004).

2003

• (Melli et al., 2003) ⇒ Gabor Melli, Siavash Amirrezvani, Felix Chen, and Neil Russell. (2003). “Column Reduction During Progressive Sampling.” In: Workshop on Data Mining for Actionable Knowledge (DMAK 2003).

1999

• (Melli, 1999a) ⇒ Gabor Melli. (1999). “A Lazy Model-based Algorithm for On-Line Classification.” In: Proceedings of PKDD Conference (PKDD 1999).
• (Melli, 1999b) ⇒ Gabor Melli. (1999). “The datgen Dataset Generator." Version 3.1 http://www.datasetgenerator.com

1998

• (Melli, 1998) ⇒ Gabor Melli. (1998). “A Lazy Model-based Approach to On-Line Classification." Master's Thesis, Simon Fraser University.

1996

• (Melli, 1996) ⇒ Gabor Melli. (1996). “Ad Hoc Attribute-Value Prediction.” In: Proceedings of the Thirteenth National Conference on Artificial Intelligence (AAAI 1996).

1995

• (Han et al., 1995) ⇒ Jiawei Han,Yongjian Fu, Krzysztof Koperski, Gabor Melli, Wei Wang, and Osmar R. Zaiane. (1995). “Knowledge Mining in Databases: An Integration of Machine Learning Methodologies with Database Technologies.” In: Canadian AI Magazine, 38.

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