The paper reports the findings from research aimed at the analysis of visitor behavior in the Herakleidon Museum in Athens - Greece, which hosts an ancient Greek technology exhibition. Based on behavioral data gathered by direct observation, we aim to implement services to assist museum curators and enhance the visitors’ experience. We describe the data collection, analysis and prediction of the visitors’ preferences concerning the exhibits of the museum given their past preferences.