Report 2

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Andrian Marcus

• the use of TR and NLP in software is one of the fastest growing areas of research in SE.
• no other technology (except probably the text editor) is currently used to support so many different SE tasks (20+).
• He has touched almost every task in SE ^ TM.

Andrian Marcus Table

year	citation	title	author	Task	Method	Data
2003	611	Recovering documentation-to-source-code traceability links using latent semantic indexing	Andrian Marcus, Jonathan Maletic	Task: Detect link between code and document.	Method: VSM (vector space model), LSI, SVD.	Data: LEDA (Library of Efficient Data types and Algorithms)
2007	298	Feature location using probabilistic ranking of methods based on execution scenarios and information retrieval	Denys Poshyvanyk, Yann-Gael Gueheneuc, Andrian Marcus, Giuliano Antoniol, Clav Rajlich	Feature location: search+impact analysis.	Decision fusion: LSI + scenario-based probabilistic ranking (SPR),	Data: Mozilla, Eclipse, find bugs
2013	49	Automatic generation of natural language summaries for java classes	L. Moreno; Jairo Aponte ; Giriprasad Sridhara ; Andrian Marcus ; Lori Pollock ; K. Vijay-Shanker	Task: Code labeling (generate doc from source code)	Method: a) Stereotype Identification b)filtering for methods c) Text Generation
2015	0	The use of text retrieval and natural language processing in software engineering	Venera Arnaoudova, Sonia Haiduc. Andrian Marcus, Giuliano Antoniol	Details

Opencyc

Knowledge Base

Cyc (/ˈsaɪk/) is an artificial intelligence project that attempts to assemble a comprehensive ontology and knowledge base of everyday common sense knowledge, with the goal of enabling AI applications to perform human-like reasoning.

year	citation	title	author	Task	Method	Data
2006	79	Using ontologies in software engineering and technology	Francisco Ruiz, José R. Hilera	Details		Opencyc
2009	14	Ontologies of engineering knowledge: General structure and the case of software engineering	Miguel-Angel Sicilia, Elena García-Barriocanal, Salvador Sánchez-Alonso and Daniel Rodríguez-García	Modeling engineering knowledge	CAD tools, Ontology	Opencyc
2011	7	Classifier-based acronym extraction for businessdocuments	Pierre André Ménard , Sylvie Ratté	Acronym extraction	Supervised Learning- Decision Trees

Stackoverflow on ICSE

year	citation	title	author	Task	Method	Data
2015	1	Source Code Curation on StackOverflow: The Vesperin System	Huascar Sanchez, Jim Whitehead	Task: source code curation.	Not clearly described	Data and results