Our paper entitled "Sentiment Analysis of Greek Tweets and Hashtags using a Sentiment Lexicon" has been accepted as a Full Paper in the 8th Electrical and Computer Engineering Student Conference 2015. This is the first version of our work and the paper presented in PCI 2015 is furtherly examined. The proceedings in Greek are available here(pp 56-61). An unpublished translation of the same paper is provided here.