@conference{__2004 Koutsobogera, author = "Koutsombogera, Maria and Konstandinidis, A. and Papageorgiou, Harris", abstract = "In this paper, we report on recent experiments involving the basic POS tagging task on Greek data. Four POS taggers based on different Machine Learning approaches (Transformation-Based, Memory-Based, Hidden Markov Models and Maximum Entropy) are trained on the same corpus to perform morphosyntactic tagging. Their outputs are first examined on the basis of inter-tagger agreement and then combined to construct an ensemble in order to improve the accuracy. Three types of combination methodologies are examined. Finally, we conclude with a detailed presentation of the results along with some remarks on their limits concerning the reduction in error rate. ", address = "Σάμος, Ελλάδα", booktitle = "Hellenic Artificial Intelligence Society: 3rd Hellenic Conference on Artificial Intelligence", editor = "Vouros, G.; Panayiotopoulos, Th.", isbn = "960-431-910-8", month = "Mάϊος", organization = "Πανεπιστήμιο Αιγαίου", publisher = "Εκδόσεις Ζήτη", title = "{C}ombination of {M}achine {L}earning {A}pproaches for {E}rror {R}eduction in {P}OS {T}agging ", year = "2004", }