International Journal of Science , Engineering and Management (IJSEM)

Monthly Journal for Science , Engineering and Management

Volume2,April 2017,

Topic : Financial Crisis Prediction using a Hybrid ANN Model

Authors:Ranjana Pagui ||

Abstract:Several economic crises have already been witnessed by the world in the past few decades. This study proposes a hybrid model combining Artificial Neural Networks (ANN) and K Nearest Neighbour (KNN) models serially in predicting financial crisis. The analysis is done using dataset of the past 15 years comprising of 13 macroeconomic indicators of the country. The macroeconomic indicators are chosen based on their relevance to the economic conditions. The crucial macroeconomic indicators used in this study include consumer price index, export prices, import prices, terms of trade, foreign direct investment, government spending, producer prices, inflation rate, unemployment rate, GDP, money supply(m1), GDP/capita and industrial production. The prediction results obtained are compared separately with the results of ANN and KNN. Overall, the hybrid model possesses a higher prognostic ability and the likeliness of financial crisis in India during 2016 and 2017 is low..

Keywords: Hybrid model, Artificial Neural Networks, K Nearest Neighbour, financial crisis, macroeconomic indicators

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DOI: 01.1617/vol4/iss4/pid63570


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Editor-in-Chief

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Dr.Muhammad Ishtiaq,
Mirpur University of
Science & Technology,
Mirpur, Azad Kasmir.

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IMPACT FACTOR: 2.7

ISSN(Online): 2456-1304

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Thomson Reuters ID : q-6288-2016.
ORCiD Research ID : 0000-0001-9540-6799

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Journal Code : IJSEM
Electronic ISSN : 2456-1304
Impact Factor : 2.7
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