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Preface                                                               xxi


             to infer causative sources. Troise et al. report on a new uplift episode at the
             Campi Flegrei caldera after a prolonged period of overall ground subsidence. They
             show that this new episode, which appears slower but longer than previous small
             uplifts, sheds light both on the origin of small and large unrests, and on the
             conditions to evolve towards large unrests. Evaluating an almost 25-year-long
             record of geodetic observations, the authors propose that the maximum horizontal
             to vertical displacement ratio can be a powerful indicator of source changes, and can
             give important information for volcanic eruption forecast.
                Todesco focuses on the role that hydrothermal systems may play in caldera
             unrest. It is stressed that magma emplacement at depth as well as shallow circulating
             hydrothermal fluids can generate geophysical signals measured at the ground
             surface. Effective hazard evaluation requires a proper understanding of unrest
             phenomena and correct interpretation of their causes. The author shows that
             simultaneous modelling of different independent parameters is a powerful tool for
             understanding  caldera  unrest.  Her   results  highlight  the  importance
             of comprehensive conceptual models that incorporate all the available geochemical
             and geophysical information, and the need for high-quality, multi-parameter
             monitoring and modelling of volcanic activity.
                Echoing the need for cross-boundary multi-parameter investigations during
             unrest episodes, Gottsmann and Battaglia present a review of recent advances of
             gravimetric and ground deformation studies. They show that with deformation
             data alone one cannot discriminate between magma and aqueous fluid intrusions,
             but in combination with gravimetric data, the density of the intrusive fluids can be
             assessed which helps in better constraining the nature of the causative source.
             Through a series of case studies they highlight limitations of current standard
             procedures, discuss different data inversion techniques and problems caused by
             data aliasing and by the use of oversimplified models for the interpretation of
             geophysical signals.
                The final two papers explore the use of statistics for forecasting volcanic
             phenomena. Tarraga et al. assess the failure forecast method (FFM) and its
             applicability to the analysis of reawakening volcanoes and caldera unrest. Using an
             automated FFM procedure, the authors present results from data collected during
             the recent episode of unrest at the Las Can ˜adas caldera in Tenerife (Spain). The
             authors note the importance of the long-term use of the FFM at a quiet or dormant
             volcano as an essential prerequisite to define the baseline or normal behaviour of
             the FFM, thus effectively reducing the number of potential false alarms during
             reactivation.
                Finally, Carniel et al. examine the memory or persistence of a given time series
             collected at a volcano. They note that a time series that does not keep some
             memory of its past cannot provide information about the future of an evolving
             volcanic process, i.e. it cannot help to forecast an eruption. The authors report on
             stochastic models developed for hazard estimation in the short-term by inspecting
             time series sampled at Stromboli and Soufrie `re Hills volcanoes and in the long-term
             using space-time data from the Osteifel and Tohoku volcanic regions. For the case
             of the Las Can ˜adas caldera they show how the stochastic approach can provide
             evidence for unrest.
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