4. all these complications are making life difficult for policy makers in the region. while asia, having learned well the lessons from the asian financial crisis, has managed to get through the recent global crisis relatively unscathed, we are now entering uncharted waters, and there are both imminent and longer - term policy challenges. 5. first and foremost, it is challenging to manage the large capital flows. the divergence in the growth rates of advanced and emerging economies have been driving fund flows to asia, resulting in signs of overheating in certain pockets of the region. the increasingly negative real interest rates as a result of rising inflation in many regional economies will add fuel to the already high credit growth and heated asset markets. that said, we must also be wary of the risk of reversal of the fund flow. the recent surge in headline inflation and the more favourable near - term cyclical conditions in advanced economies have already brought forward expectations of the start of rising interest rate cycles. with the normalisation of monetary policy stances in the advanced economies becoming more imminent, the risk of an abrupt reversal of international capital flows is increasing. this calls for pre - emptive policy actions to contain the build - up of overheating pressure and another boom - bust cycle in the region before such abrupt reversals of capital flows occur. bis central bankers ’ speeches 6. secondly, some of the conventional wisdoms in monetary policy may be challenged by paradigm shifts in the next phase of growth. conventionally it has been suggested that central bank normally may not need to react proactively to commodity price inflation because of their transitory nature and limited pass - through to core inflation. however, the recent increase of commodities prices such as food and oil could be more sustainable because of structural change in demand and supply. for instance, structural factors such as slowing of crop yield growth, fast population growth and higher income elasticity for food in developing countries would continue to support higher food prices. policy markers would therefore need to pay attention to these developments in calibrating the appropriate degree of monetary tightening. 7. thirdly, there is also a need to diversify the sources of growth for the region, in order to generate sustainable growth and redress global imbalance. in this regard, it is worthnoting some encouraging developments that are underway in the region. the first one is the deepening intraregional trade and increasing orientation towards domestic consumption. the robust economic growth of the regional economies over the past year has mainly

in particular, the processing and storage of xbrl based data to facilitate analysis and visualisation. in this poc we want to understand the sentiment in a sample of publically available unstructured text data and how this might support the work of our supervisors. completed completed in progress in progress in progress machine learning mindbridge analytics inc this second phase poc will examine the ability of the tool to analyse larger data sets and a broader range of classification schemes and learning algorithms. in progress