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JEL Code: C45

143,248 Total downloads

Viewing: 1 - 50 of 529 papers

1.

Classification-Based Financial Markets Prediction Using Deep Neural Networks

Algorithmic Finance, 2016.
Number of pages: 20 Posted: 30 Mar 2016 Last Revised: 09 Dec 2016
Accepted Paper Series
Illinois Institute of Technology, Northwestern University and Northwestern University
Downloads 9,211
2.

CDS Rate Construction Methods by Machine Learning Techniques

Number of pages: 51 Posted: 15 May 2017 Last Revised: 31 Oct 2018
Working Paper Series
University of Reims Champagne-Ardenne and Birkbeck, University of London
Downloads 4,989
3.

A General Approach for Predicting the Behavior of the Supreme Court of the United States

Number of pages: 18 Posted: 09 Jul 2014 Last Revised: 19 Jan 2017
Working Paper Series
Illinois Tech - Chicago Kent College of Law, Bommarito Consulting, LLC and South Texas College of Law Houston
Downloads 4,326
4.

Universal Features of Price Formation in Financial Markets: Perspectives From Deep Learning

Number of pages: 20 Posted: 16 Mar 2018 Last Revised: 29 Mar 2018
Working Paper Series
Imperial College London - Department of Mathematics and University of Oxford
Downloads 3,690
5.

Application of Neural Networks to an Emerging Financial Market: Forecasting and Trading the Taiwan Stock Index

Number of pages: 42 Posted: 13 Aug 2001
Working Paper Series
National Chung Cheng University - Department of Finance, Cornell University - School of Applied Economics and Management and University of Texas at San Antonio - Department of Management Science and Statistics
Downloads 3,505
6.

Autoencoder Asset Pricing Models

Yale ICF Working Paper No. 2019-04
Number of pages: 35 Posted: 07 Mar 2019 Last Revised: 01 Oct 2019
Working Paper Series
University of Chicago - Booth School of Business, Yale SOM and University of Chicago - Booth School of Business
Downloads 3,335
7.

Support Vector Machines (SVM) as a Technique for Solvency Analysis

DIW Berlin Discussion Paper No. 811
Number of pages: 18 Posted: 25 Jun 2009
Working Paper Series
affiliation not provided to SSRN and German Institute for Economic Research (DIW Berlin)
Downloads 3,269
8.

The Web of Law

San Diego Legal Studies Research Paper No. 06-11
Number of pages: 39 Posted: 05 Jan 2005
Working Paper Series
University of San Diego School of Law
Downloads 2,644
9.

Machine Learning with Personal Data

Queen Mary School of Law Legal Studies Research Paper No. 247/2016
Number of pages: 23 Posted: 08 Nov 2016
Accepted Paper Series
Queen Mary University of London, School of Law - Centre for Commercial Law Studies, Queen Mary University of London, School of Law - Centre for Commercial Law Studies and University of Cambridge -- Dept. Computer Science & Technology (Computer Laboratory)
Downloads 2,624
10.

CDS Rate Construction Methods by Machine Learning Techniques (Presentation at invitation by Department of Statistics at London School of Economics)

Number of pages: 23 Posted: 24 May 2017 Last Revised: 21 Mar 2018
Working Paper Series
Birkbeck, University of London and University of Reims Champagne-Ardenne
Downloads 2,177
11.

The Four Horsemen of Machine Learning in Finance

Number of pages: 24 Posted: 24 Sep 2019
Working Paper Series
Illinois Institute of Technology and New York University (NYU) - NYU Tandon School of Engineering
Downloads 1,882
12.

Real-Time Trading Models and the Statistical Properties of Foreign Exchange Rates

Olsen and Associates Working Paper No. 319
Number of pages: 62 Posted: 30 Mar 1999
Working Paper Series
Simon Fraser University, DEAR-Consulting, Pictet & Cie, Banquiers, Lykke Corp and Pictet Asset Management

Multiple version iconThere are 2 versions of this paper

Downloads 1,849
13.

Bond Risk Premia with Machine Learning

WBS Finance Group Research Paper No. 252
Number of pages: 86 Posted: 26 Aug 2018 Last Revised: 08 Apr 2020
Working Paper Series
School of Economics and Finance, Queen Mary University of London, University of Warwick - Finance Group and Rutgers, The State University of New Jersey - Rutgers Business School at Newark & New Brunswick
Downloads 1,745
14.

Forecasting Exchange Rates Using General Regression Neural Networks

Number of pages: 35 Posted: 17 Jan 2000
Working Paper Series
University of Texas at San Antonio - Department of Management Science and Statistics, National Chung Cheng University - Department of Finance and Cornell University - School of Applied Economics and Management
Downloads 1,723
15.

A Quantitative Neural Network Model (Qnnm) for Stock Trading Decisions

Jahangirnagar Review, Part II: Social Science, Vol. XXIX, pp. 177-194, 2005
Number of pages: 20 Posted: 20 Feb 2007
Accepted Paper Series
American International University - Bangladesh (AIUB) and TWO MEN AND A TRUCK
Downloads 1,658
16.

Deep Learning for Global Tactical Asset Allocation

Number of pages: 17 Posted: 11 Nov 2018 Last Revised: 03 Mar 2019
Working Paper Series
Qplum, affiliation not provided to SSRN and OPTrust
Downloads 1,480
17.

Consumer Credit Scoring Models with Limited Data

EFA 2007 Ljubljana Meetings Paper
Number of pages: 23 Posted: 02 Mar 2007
Working Paper Series
Independent, University of Ljubljana - Faculty of Economics and National Institute of Chemistry
Downloads 1,469
18.

Business Applications of Emulative Neural Networks

International Journal of Business, Vol. 10, No. 4, 2005
Number of pages: 20 Posted: 02 Nov 2005
Accepted Paper Series
City University of New York, CUNY City College of New York - Department of Economics
Downloads 1,465
19.

LexNLP: Natural Language Processing and Information Extraction For Legal and Regulatory Texts

Number of pages: 7 Posted: 21 Jun 2018
Working Paper Series
Bommarito Consulting, LLC, Illinois Tech - Chicago Kent College of Law and LexPredict, LLC
Downloads 1,460
20.

Model Calibration with Neural Networks

Number of pages: 13 Posted: 21 Jul 2016
Working Paper Series
PwC
Downloads 1,429
21.

Neural Networks Applied to Chain-Ladder Reserving

Number of pages: 26 Posted: 10 May 2017 Last Revised: 19 Jul 2018
Working Paper Series
RiskLab, ETH Zurich
Downloads 1,253
22.

Financial Crises and Bank Failures: A Review of Prediction Methods

FRB of Cleveland Working Paper No. 09-04R
Number of pages: 34 Posted: 22 Jun 2009 Last Revised: 01 Nov 2010
Accepted Paper Series
Federal Reserve Banks - Federal Reserve Bank of Cleveland and Fordham University

Multiple version iconThere are 2 versions of this paper

Downloads 1,249
23.

Selecting Directors Using Machine Learning

Fisher College of Business Working Paper No. 2018-03-005
Number of pages: 61 Posted: 21 Mar 2018 Last Revised: 24 May 2019
Working Paper Series
Ohio State University (OSU) - Department of Finance, University of Washington - Michael G. Foster School of Business, University of Colorado at Boulder and Ohio State University (OSU) - Department of Finance

Multiple version iconThere are 3 versions of this paper

Downloads 1,231
24.

Support Vector Machines Approach to Predict the S&P CNX NIFTY Index Returns

10th Capital Markets Conference, Indian Institute of Capital Markets Paper
Number of pages: 19 Posted: 13 Feb 2007
Working Paper Series
Indian Institute of Technology Madras and Indian Institute of Technology Madras
Downloads 1,227
25.

The Multiple Dimensions of Asset Allocation: Countries, Sectors or Factors?

Number of pages: 36 Posted: 16 Jan 2002
Working Paper Series
Columbia Management Group and State Street Associates
Downloads 1,227
26.

Black-Scholes Versus Artificial Neural Networks in Pricing Ftse 100 Options

Number of pages: 23 Posted: 11 May 2004
Working Paper Series
University of Southampton - School of Management and University of Reading - ICMA Centre
Downloads 1,221
27.

Machine Learning in Finance: A Topic Modeling Approach

Number of pages: 44 Posted: 07 Feb 2019
Working Paper Series
ESC Rennes School of Business, ESC Rennes School of Business, Qatar University College of Business and Azerbaijan Diplomatic Academy
Downloads 1,169
28.

Forecasting Foreign Exchange Rate Movements with k-Nearest-Neighbour, Ridge Regression and Feed-Forward Neural Networks

Number of pages: 49 Posted: 23 Jan 2017
Working Paper Series
University of Economics, Prague - Faculty of Finance and Accounting
Downloads 1,125
29.

Risk Management of Hedge Funds Using Fuzzy Neural- and Genetic Algorithms

Number of pages: 14 Posted: 24 Aug 2004
Working Paper Series
Panathea Capital Partners
Downloads 1,098
30.

Market Depth and Order Size

Number of pages: 25 Posted: 16 Apr 1997
Working Paper Series
University of Goettingen (Gottingen) and University of Cologne - Department of Finance & Centre for Financial Research (CFR)
Downloads 1,082
31.

Forecasting of Stock Market Indices Using Artificial Neural Network

Shri Chimanbhai Patel Institutes, Ahmedabad Working Paper No. CPI/MBA/2013/0003
Number of pages: 18 Posted: 10 Feb 2013
Accepted Paper Series
B.K.School of Business Management, Gujarat University, Shri Chimanbhai Patel Institute of Management & Research and Shri Chimanbhai Patel Institute of Management & Research
Downloads 1,079
32.

Using the Lyapunov Exponent as a Practical Test for Noisy Chaos

Number of pages: 38 Posted: 15 Mar 2007
Working Paper Series
LaREMFiQ - IHEC
Downloads 1,011
33.

The Network Structure of Supreme Court Jurisprudence

University of Houston Law Center No. 2005-W-01
Number of pages: 26 Posted: 14 Jun 2005
Working Paper Series
University of Houston Law Center
Downloads 994
34.

Using Machine Learning Algorithms to Find Patterns in Stock Prices

FEDEA Working Paper No. 2006-12
Number of pages: 20 Posted: 27 Mar 2006
Working Paper Series
Complutense University of Madrid - Facultad de Ciencias Económicas y Empresariales - Departamento de Estadística e Investigación Operativa II and UCM Institute for Economic Analysis
Downloads 983
35.

Semi Variance and Semi Correlation for Financial Investments

Number of pages: 35 Posted: 06 Aug 2001 Last Revised: 20 Aug 2009
Working Paper Series
SDA Bocconi School of Management
Downloads 977
36.

Measuring Corporate Culture Using Machine Learning

Number of pages: 104 Posted: 21 Oct 2018 Last Revised: 29 Jun 2020
Working Paper Series
University of British Columbia (UBC) - Sauder School of Business, Stevens Institute of Technology, The Chinese University of Hong Kong, Shenzhen - School of Management and Economics and University of Dayton
Downloads 917
37.

Machine Learning in Energy Economics and Finance: A Review

Energy Economics, Vol. 81, 2019
Number of pages: 71 Posted: 15 Nov 2018 Last Revised: 08 Jun 2019
Accepted Paper Series
Stevens Institute of Technology - School of Business, Stevens Institute of Technology, School of Business and Tehran Institute for Advanced Studies (TeIAS), Khatam University
Downloads 915
38.

The Arbitrage Pricing Theory and the Capital Asset Pricing Models and Artificial Neural Networks Modeling with Particle Swarm Optimization (PSO)

Number of pages: 19 Posted: 02 Mar 2009
Working Paper Series
Manchester Metropolitan University-Business School, Department of Economics, Policy and International Business
Downloads 907
39.

A Surprising Thing: The Application of Machine Learning Ensembles and Signal Theory to Predict Earnings Surprises

Number of pages: 103 Posted: 17 Jul 2019 Last Revised: 25 Mar 2020
Working Paper Series
The Alan Turing Institute
Downloads 892
40.

Unraveling Hedge Fund Returns: An Introduction to Independent Component Analysis as an Analytical Tool

Number of pages: 29 Posted: 22 Feb 2006
Working Paper Series
Perella Weinberg Partners
Downloads 849
41.

A High Frequency Trade Execution Model for Supervised Learning

Forthcoming in High Frequency
Number of pages: 27 Posted: 15 Nov 2016 Last Revised: 06 Dec 2017
Accepted Paper Series
Illinois Institute of Technology
Downloads 838
42.

Using Investment Portfolio Return to Combine Forecasts: A Multi-Objective Approach

Number of pages: 35 Posted: 21 Nov 2000
Working Paper Series
University of Texas at San Antonio - Department of Management Science and Statistics, Cornell University - School of Applied Economics and Management and National Chung Cheng University - Department of Finance

Multiple version iconThere are 2 versions of this paper

Downloads 814
43.

Handwritten Character Recognition by Using Neural-Network and Euclidean Distance Metric

IJCSIC - International Journal of Computer Science and Intelligent Computing, Vol. 2, No. 1, November 2010
Number of pages: 5 Posted: 22 Feb 2012 Last Revised: 23 Feb 2012
Accepted Paper Series
Assam University - Department of Mathematics and Banaras Hindu University (BHU) - Department of Applied Mathematics
Downloads 790
44.

Financial Markets Analysis by Probabilistic Fuzzy Modelling

ERIM Report Series Reference No. ERS-2003-036-LIS
Number of pages: 20 Posted: 30 Mar 2006
Working Paper Series
Delft University of Technology, Faculty of Technology, Policy and Management, Section of ICT, Erasmus University Rotterdam (EUR) - Faculty of Economics - Department of Computer Science and Erasmus University Rotterdam (EUR) - Erasmus School of Economics (ESE)
Downloads 753
45.

Representation-Constrained Canonical Correlation Analysis: A Hybridization of Canonical Correlation and Principal Component Analyses

Number of pages: 24 Posted: 12 Feb 2009
Working Paper Series
North-Eastern Hill University (NEHU)
Downloads 750
46.

Macroeconomic Indicator Forecasting with Deep Neural Networks

Federal Reserve Bank of Kansas City Working Paper No. 17-11
Number of pages: 39 Posted: 03 Oct 2017
Working Paper Series
Federal Reserve Bank of Kansas City and Federal Reserve Bank of Kansas City
Downloads 726
47.

Genetic Algorithms: A Tool for Optimization in Econometrics - Basic Concept and an Example for Empirical Applications

ZEW Discussion Paper No. 02-41
Number of pages: 24 Posted: 12 Oct 2002
Working Paper Series
Centre for European Economic Research (ZEW) and ZEW – Leibniz Centre for European Economic Research
Downloads 701
48.

Applications of Neural Network Radial Basis Function in Economics and Financial Time Series

Number of pages: 20 Posted: 28 Aug 2010
Working Paper Series
Manchester Metropolitan University-Business School, Department of Economics, Policy and International Business
Downloads 689
49.

Machine Learning at Central Banks

Bank of England Working Paper No. 674
Number of pages: 89 Posted: 06 Sep 2017
Working Paper Series
Bank of England and Bank of England
Downloads 664
50.

Deep Hedging: Learning to Simulate Equity Option Markets

Number of pages: 13 Posted: 14 Nov 2019
Working Paper Series
University of Kaiserslautern - Department of Mathematics, JP Morgan, JP Morgan Chase and JP Morgan
Downloads 659