IES Management College And Research Centre

Evaluation of garch, rnn and fnn models for forecasting volatility in the financial markets. (Record no. 43163)

MARC details
000 -LEADER
fixed length control field 01685nam a22002297a 4500
003 - CONTROL NUMBER IDENTIFIER
control field OSt
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20160616183031.0
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 160616b xxu||||| |||| 00| 0 eng d
100 ## - MAIN ENTRY--PERSONAL NAME
Personal name Vejendla, Ajitha
9 (RLIN) 22975
245 ## - TITLE STATEMENT
Title Evaluation of garch, rnn and fnn models for forecasting volatility in the financial markets.
Statement of responsibility, etc Ajitha Vejendla and David Enke,
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT)
Place of publication, distribution, etc Hydrabad
Name of publisher, distributor, etc IUP Publications
Date of publication, distribution, etc March 2013
500 ## - GENERAL NOTE
General note olatility forecasting is an important task for those associated with the financial markets, and has occupied the attention of academics and practitioners over the last two decades. This research paper reflects the importance of volatility in option pricing, security valuation and risk management. It investigates the forecasting ability of Feed-Forward Neural Networks (FNN) using backpropagation learning, Recurrent Neural Networks (RNN), and a Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model based on empirical price and historical volatility data. The performance of the three models is studied and compared using data of S&P 500, DJIA, NYSE and NASDAQ indexes. The results obtained from these selected models are anticipated to have significant market directional ability and lower prediction errors.
650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name as entry element Securities Market
9 (RLIN) 22977
Topical term or geographic name as entry element Volaties Market
9 (RLIN) 22979
Topical term or geographic name as entry element Market Pricing
9 (RLIN) 22981
Topical term or geographic name as entry element Risk Management in Business
9 (RLIN) 22983
Topical term or geographic name as entry element Neural networks (Computer science)
9 (RLIN) 22985
Topical term or geographic name as entry element GARCH model
9 (RLIN) 22987
700 ## - ADDED ENTRY--PERSONAL NAME
Personal name Enke, David
9 (RLIN) 22989
773 0# - HOST ITEM ENTRY
Host Biblionumber 30419
Host Itemnumber 32180
Main entry heading MURTHY, E N
Place, publisher, and date of publication IUP PUBLICATION HYDEARABAD
Other item identifier 555773
Title FINANCIAL RISK MANAGEMENT
International Standard Serial Number 0972-916X
942 ## - ADDED ENTRY ELEMENTS (KOHA)
Source of classification or shelving scheme Dewey Decimal Classification
Koha item type Journal Article
Holdings
Withdrawn status Lost status Source of classification or shelving scheme Damaged status Not for loan Home library Current library Date acquired Serial Enumeration / chronology Total Checkouts Full call number Barcode Date last seen Price effective from
    Dewey Decimal Classification     Main Library Main Library 16/06/2016 Vol 10, No 3   Vol 10, No 3/ 555773JA3 555773JA3 16/06/2016 16/06/2016

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