Multi-Purpose NLP Chatbot : Design, Methodology & Conclusion

With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of reinforcement learning strategies to improve user interactions and conversational experiences. Additionally, this system makes use of sentiment analysis and natural language processing to determine user moods. The chatbot is a valuable tool across many fields thanks to its amazing characteristics, which include voice-to-voice conversation, multilingual support [12], advising skills, offline functioning, and quick help features. The complexity of chatbot technology development is also explored in this study, along with the causes that have propelled these developments and their far-reaching effects on a range of sectors. According to the study, three crucial elements are crucial: 1) Even without explicit profile information, the chatbot system is built to adeptly understand unique consumer preferences and fluctuating satisfaction levels. With the use of this capacity, user interactions are made to meet their wants and preferences. 2) Using a complex method that interlaces Multiview voice chat information, the chatbot may precisely simulate users' actual experiences. This aids in developing more genuine and interesting discussions. 3) The study presents an original method for improving the black-box deep learning models' capacity for prediction. This improvement is made possible by introducing dynamic satisfaction measurements that are theory-driven, which leads to more precise forecasts of consumer reaction.Comment: Multilingual , Voice Conversion , Emotion Recognition , Offline Service , Financial Advisor , Product Preference , Customer Reaction Predictio

Carboxymethyl Chitosan Modified Montmorillonite for Efficient Removal of Cationic Dye from Waste Water

The feasibility of carboxymethyl chitosan intercalated montmorillonite (CMCTS-MMT) clay used as a low-costand effective adsorbent for removal of cationic dye, crystal violet from the aqueous solution has been investigated.The synthesis of CMCTS-MMT was confirmed from the analytical information based on the characterization carried out by Fourier transformation infrared spectroscopy, x-ray diffraction data. During the removal process, batch technique was used and the effect of initial dye concentration, pH, temperature and weight ratio variation of sample composition were evaluated. Sorption process was analysed using pseudo-first order and pseudo-second order kinetic models. The data showed that the second order kinetic model was more appropriate for the absorption of thepresent dye. The equilibrium adsorption isotherms have been analyzed with the help of Langmuir, Freundlich and Redlich-Peterson analytical models. It was observed that the experimental data correlated reasonably well by the Redlich-Peterson and Langmuir isotherms. The desorbed CMCTS-MMT could be reused for adsorption of cationicdye. To investigate the changes in surface morphology of CMCTS-MMT after sorption, scanning electron microscopy analysis were done before and after adsorption of the cationic dye. Finally, the results in this study confirmed thatCMCTS-MMT may be an attractive contender for removal of cationic dyes from the waste water.Defence Science Journal, Vol. 64, No. 3, May 2014, pp. 198-208, DOI:http://dx.doi.org/10.14429/dsj.64.7318

Capital Flows to EU New Member States

The recent boom-bust episode in Emerging Europe was largely the product of surges and sudden stops in capital inflows. This paper empirically argues that the sectors into which capital flows determines their impact on GDP growth. Applying data from EU New Member States, it is found that capital flows into real estate have a greater impact on swings in GDP than other sectors, irrespective of a country''s exchange rate or fiscal policy. Consequently, as new waves of capital inflows spread to emerging markets, policies may usefully focus on supporting capital inflows towards economic sectors that minimize large swings in GDP.Capital flows;Emerging markets;Central and Eastern Europe;Consumption;Bank credit;Capital inflows;Economic growth;Foreign direct investment;Real estate prices;real estate, net capital flows, net capital, domestic credit, capital inflow, equity investment, foreign capital, global capital flows, foreign capital flows, capital outflows, housing prices, real estate investment, real estate price, subsidiaries, external capital, investor confidence, credit expansion

Post-Crisis Recovery

Emerging market financial crises during the late 1990s were marked by sudden withdrawals of funds by foreign creditors, resulting in production declines. The IMF favored positive signals to potential foreign creditors and initially recommended disciplined fiscal policy during the height of crisis, countering standard Keynesian recommendations of expansionary fiscal stimulus. This paper formulates an open-economy general equilibrium model for resolving this policy conundrum and analyzing the impact of disciplined fiscal policy on post-crisis recovery. The model demonstrates via simulations that disciplined fiscal policy will improve (worsen) post-crisis recovery in the presence (absence) of appropriately defined production flexibility.Emerging markets;sovereign debt, fiscal policy, foreign debt, long-term debt, budget surplus, tax revenue, budget constraint, domestic debt, foreign capital, currency crises, fiscal discipline, fiscal health, tax rates, current account, expansionary fiscal, fiscal tightening, fiscal standing, government expenditures, fiscal policies, excessive borrowing, fiscal stimulus, tax revenues, budget deficit, government spending, fiscal contractions, fiscal expansion, central bank, domestic currency, fiscal policy flexibility, tax base, debt sustainability, fiscal response, debt default, expansionary fiscal policies, domestic currencies, foreign borrowing, fiscal adjustments, short-term debt, fiscal policy recommendations, debt crisis, fiscal performance, sovereign debt crisis