People
Hernani Pereira Gomes Costa
Address
Departamento de Engenharia InformáticaFaculdade de Ciências e Tecnologia
Universidade de Coimbra
Pólo II - Pinhal de Marrocos
3030-290 Coimbra
Tel: +351 239 790 000
Fax: +351 239 701 266
Other Info:
Researcher
Home Page
http://eden.dei.uc.pt/~hpcostaCV Short
Member
Cognitive and Media SystemsResearch interests
My main research interests lie in the area of Artificial Intelligence (AI), especially its practical application in the fields of Information Extraction (IE), Information Retrieval, Natural Language Processing (NLP), Computational Intelligence and Intelligent Transportation Systems (ITS), Recommender Systems (RS), Multiagent Systems (MAS) and Affective Computing (AC).Affiliation
CISUC, University of CoimbraCoimbra, Portugal
Short Bio
Nowadays, Hernani Costa is a researcher at the Center of Informatics and Systems of the University of Coimbra (CISUC), in Portugal. His main research interests lie in the Artificial Intelligence (AI) area, especially its practical application in the fields of Natural Language Precessing (NLP), Information Retrieval, Recommender Systems (RS), Multiagent Systems (MAS) and Affective Computing (AC).Hernani completed his BSc on Informatics Engineering at the Department of Informatics Engineering of the University of Coimbra (UC). He has also finished his Master degree in Computer Science (MSc) in 2010, at the same institution. It was during his Master degree he started his research activities. In particular, he developed a system capable of acquiring semantic knowledge from any kind of Portuguese text. Besides that, he also analysed the benefits of applying similarity distributional metrics, based on the occurrence of words in documents, on the system outputs. As a result, two papers were published: one at the European Conference on Artificial Intelligence (ECAI'10) workshop and another at the INForum'10 symposium. Furthermore, another paper resulted from his thesis, which has been nominated for best paper award in the Portuguese Conference on Artificial Intelligence (EPIA'11). Additionally, in September 2011, he was invited by LAP LAMBERT Academic Publishing to publish his MSc thesis, that was published with the title: "Automatic Extraction and Validation of Lexical Ontologies from Text: Creating Lexical Ontologies from text".
In a total of six years, he studied at the aforementioned institution, developing skills on the field of Computer Science, except in the academic year of 2007/2008 where he integrated the Erasmus program for a year at the University of Vigo, Spain. During this period, besides starting to acquire skills in the Natural Language Processing area, he developed his skills in interpersonal relations (meeting Erasmus students from other cultures and languages), teamwork, research, organisation and autonomy which enabled him to develop writing and speaking skills in Spanish, as well as in English.
In October 2010, he applied for a scholarship and, between December 2010 and October 2013, he worked on the project "Forms of Selective Attention in Intelligent Transportation Systems", at the Cognitive and Media Systems (CMS) group, at the Department of Informatics Engineering of the University of Coimbra. During this period, three papers were published. The first one, in Spetember 2012, on the ACM Recommender Systems conference. The second one, in May 2013, on the International Conference on Practical Applications of Agents and Multi-Agent Systems conference (PAAMS). Finally, the third one, in September 2013, in the Portuguese Conference on Artificial Intelligence (EPIA). In this project, a two-parted agent architecture was implemented, with an agent responsible for gathering Points of Interest (POIs) from a location-based service, and a set of Personal Assistant Agents (PAAs) collecting information about the context and the intentions of its respective user. In each PAA were embedded a set of Machine Learning algorithms, with the purpose of ascertaining how well-suited these classifiers are for filtering irrelevant POIs, in a completely automatic fashion.
During the Autumn 2011, he also developed an online service for browsing Portuguese semantic relations for the Linguateca project. As a result three articles were published: one in the International Conference on the Computational Processing of the Portuguese Language (PROPOR); another in the Linguamática journal; and the third one in the European Chapter of the Association for Computational Linguistics Conference (EACL).
While a researcher, Hernani also has three years of experience in the teaching area. More precisely, between 2010 and 2012, he taught at the Lousã Professional School, then, in 2013 he taught at Coimbra Institute of Engineering (ISEC).
Past Projects
Onto.PT
Forms of Selective Attention in Intelligent Transportation Systems
Books
2011
(1 publication)Journal Articles
Conference Articles
2014
(2 publications)- Macedo, L. and Costa, Hernani and Amilcar Cardoso , "Overcoming Information Overload with Artificial Selective Agents", in 13th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2014), 2014
- Macedo, L. and Costa, Hernani and Amilcar Cardoso , "Overcoming Information Overload with Artificial Selective Agents: an Application to Travel Information Domain", in 13th International Conference on Autonomous Agents and Multiagent Systems –8th International Workshop on Agents in Traffic and Transportation, 2014
2013
(3 publications)- Costa, Hernani and Macedo, L. , "Emotion-Based Recommender System for Overcoming the Problem of Information Overload", in 11th International Conference on Practical Applications of Agents and Multi-Agent Systems, Salamanca, Spain, 2013 [ DOI ]
- Costa, Hernani and Furtado, B. and Pires, D. and Macedo, L. and Amilcar Cardoso , "Recommending POIs Based on the User's Context and Intentions", in 11th International Conference on Practical Applications of Agents and Multi-Agent Systems, Salamanca, Spain, 2013 [ DOI ]
- Macedo, L. and Costa, Hernani and Amilcar Cardoso , "A Selective Attention-based, Multi-Agent, Travel Information System", in 16th Portuguese Conference on Artificial Intelligence, 2013
2012
(3 publications)- Gonçalo Oliveira, H, and Costa, Hernani and Santos, D. , "Folheador: browsing through Portuguese semantic relations", in 13th Conference of the European Chapter of the Association for Computational Linguistics - Demos Session (EACL 2012), Avignon, France, 2012
- Gonçalo Oliveira, H, and Costa, Hernani and Santos, D. , "Browsing Portuguese with Folheador", in 10th International Conference on Computational Processing of the Portuguese Language, Demo Session (PROPOR 2012), Coimbra, Portugal, 2012
- Costa, Hernani and Furtado, B. and Pires, D. and Macedo, L. and Amilcar Cardoso , "Context and Intention-Awareness in POIs Recommender Systems", in 6th ACM Conference on Recommender Systems (RecSys 2012), 4th Workshop on Context-Aware Recommender Systems, (CARS 2012) Dublin, Ireland. ACM, 2012
2011
(1 publication)2010
(2 publications)- Costa, Hernani and Gonçalo Oliveira, H, and Paulo Gomes , "The impact of distributional metrics in the quality of relational triples", in 19th European Conference on Artificial Intelligence (ECAI 2010), Workshop on Language Technology for Cultural Heritage, Social Sciences, and Humanities (LaTeCH 2010), Lisbon, Portugal, 2010
- Gonçalo Oliveira, H, and Costa, Hernani and Paulo Gomes , "Extracção de conhecimento léxico-semântico a partir de resumos da Wikipédia.", in II Simpósio de Informática, Track on Gestão e Tratamento de Informação (INForum 2010), Braga, Portugal, 2010