Marcos Lopez de Prado

Cornell University - Operations Research & Industrial Engineering

Professor of Practice

237 Rhodes Hall

Ithaca, NY 14853

United States

http://www.orie.cornell.edu

True Positive Technologies

Chief Investment Officer

NY

United States

http://www.truepositive.com

SCHOLARLY PAPERS

113

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Rank 9

SSRN RANKINGS

Top 9

in Total Papers Downloads

354,080

SSRN CITATIONS

157

CROSSREF CITATIONS

117

Ideas:
“  Machine learning (ML) is changing virtually every aspect of our lives. Today ML algorithms accomplish tasks that until recently only expert humans could perform. As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. Find out more at www.QuantResearch.org  ”

Scholarly Papers (113)

1.

The 7 Reasons Most Machine Learning Funds Fail (Presentation Slides)

Number of pages: 44 Posted: 06 Sep 2017 Last Revised: 04 Oct 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 18,828 (144)

Abstract:

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Machine learning, investment strategies, quantamental investing, backtest overfitting

2.

The Microstructure of the ‘Flash Crash’: Flow Toxicity, Liquidity Crashes and the Probability of Informed Trading

The Journal of Portfolio Management, Vol. 37, No. 2, pp. 118-128, Winter 2011
Number of pages: 15 Posted: 21 May 2019 Last Revised: 30 May 2019
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 18,246 (158)
Citation 31

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Flash crash, liquidity, flow toxicity, market microstructure, VPIN

3.

Flow Toxicity and Liquidity in a High Frequency World

Review of Financial Studies, Vol. 25, No. 5, pp. 1457-1493, 2012.
Number of pages: 71 Posted: 23 Oct 2010 Last Revised: 15 Apr 2012
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 16,428 (193)
Citation 26

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Flash crash, liquidity, flow toxicity, volume imbalance, market microstructure, probability of informed trading, VPIN

4.

Building Diversified Portfolios that Outperform Out-of-Sample

Journal of Portfolio Management, 2016; https://doi.org/10.3905/jpm.2016.42.4.059.
Number of pages: 31 Posted: 17 Jul 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 13,545 (267)
Citation 19

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Risk parity, tree graph, cluster, dendogram, linkage, metric space

5.

Pseudo-Mathematics and Financial Charlatanism: The Effects of Backtest Overfitting on Out-of-Sample Performance

Notices of the American Mathematical Society, 61(5), May 2014, pp.458-471
Number of pages: 14 Posted: 12 Aug 2013 Last Revised: 05 Jul 2015
David H. Bailey, Jonathan Borwein, Marcos Lopez de Prado and Qiji Jim Zhu
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), Cornell University - Operations Research & Industrial Engineering and Western Michigan University
Downloads 12,320 (325)
Citation 13

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

6.

The Volume Clock: Insights into the High Frequency Paradigm

The Journal of Portfolio Management, (Fall, 2012) , Johnson School Research Paper Series No. 9-2012
Number of pages: 23 Posted: 21 May 2019 Last Revised: 30 May 2019
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 11,227 (394)
Citation 22

Abstract:

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high frequency trading, volume clock, low frequency trading, market microstructure

7.
Downloads 10,809 ( 435)
Citation 14

The Probability of Backtest Overfitting

Journal of Computational Finance (Risk Journals), 2015, Forthcoming
Number of pages: 34 Posted: 16 Sep 2013 Last Revised: 05 Jul 2015
David H. Bailey, Jonathan Borwein, Marcos Lopez de Prado and Qiji Jim Zhu
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), Cornell University - Operations Research & Industrial Engineering and Western Michigan University
Downloads 10,808 (427)
Citation 13

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

The Probability of Backtest Overfitting

Journal of Computational Finance, Forthcoming
Number of pages: 31 Posted: 21 Sep 2016
David H. Bailey, Jonathan Borwein, Marcos Lopez de Prado and Qiji Jim Zhu
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), Cornell University - Operations Research & Industrial Engineering and Western Michigan University
Downloads 1 (727,365)
Citation 1
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Abstract:

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backtest, overfitting, investment strategy, Sharpe ratio optimization, performance degradation

8.

Advances in Financial Machine Learning (Chapter 1)

Advances in Financial Machine Learning, Wiley, 1st Edition (2018); ISBN: 978-1-119-48208-6
Number of pages: 61 Posted: 19 Jan 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 10,231 (478)

Abstract:

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big data, machine learning, high performance computing, investment strategies, quantamental investing, backtest overfitting

9.

The Sharpe Ratio Efficient Frontier

Journal of Risk, Vol. 15, No. 2, Winter 2012/13
Number of pages: 36 Posted: 24 Apr 2011 Last Revised: 07 May 2020
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 10,168 (486)
Citation 8

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Sharpe ratio, Efficient frontier, IID, Normal distribution, Skewness, Excess kurtosis, Track record

10.

Three Quant Lessons from COVID-19 (Presentation Slides)

Number of pages: 19 Posted: 31 Mar 2020 Last Revised: 08 May 2020
Marcos Lopez de Prado and Alex Lipton
Cornell University - Operations Research & Industrial Engineering and Hebrew University of Jerusalem
Downloads 8,994 (596)

Abstract:

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COVID-19, nowcasting, machine learning, Monte Carlo, backtesting, backtest overfitting

11.

The 10 Reasons Most Machine Learning Funds Fail

Journalof Portfolio Management, Forthcoming
Number of pages: 21 Posted: 18 Jan 2018 Last Revised: 01 Jul 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 8,380 (685)
Citation 4

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Big Data, Machine Learning, High Performance Computing, Investment Strategies, Quantamental Investing, Backtest Overfitting

12.

The Exchange of Flow Toxicity

The Journal of Trading, Vol. 6, No. 2, pp. 8-13, Spring 2011; https://doi.org/10.3905/jot.2011.6.2.008. , Johnson School Research Paper Series No. 10-2011
Number of pages: 12 Posted: 17 Jul 2019
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 6,742 (988)
Citation 14

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Liquidity Provision, Flow Toxicity, Market Microstructure, VPIN

13.

Measuring Loss Potential of Hedge Fund Strategies

Journal of Alternative Investments, Vol. 7, No. 1, pp. 7-31, Summer 2004
Number of pages: 25 Posted: 04 Jan 2005
Marcos Lopez de Prado and Achim Peijan
Cornell University - Operations Research & Industrial Engineering and UBS Wealth Managment Research
Downloads 6,485 (1,046)

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Hedge Fund, Value-at-Risk, risk, performance, drawdown, under-the-water, normal returns, non-normal returns, time-dependence, ARMA, Monte Carlo, skewness, kurtosis, mixture of gaussian distributions, survival probability, styles, investment strategies

14.

Discerning Information from Trade Data

Journal of Financial Economics, 120(2), pp. 269-286. May 2016, Johnson School Research Paper Series No. 8-2012
Number of pages: 56 Posted: 23 Jan 2012 Last Revised: 16 May 2016
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 5,996 (1,223)
Citation 27

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Trade Classification, Bulk Volume Classification, flow toxicity, volume imbalance, market microstructure

15.

The 7 Reasons Most Econometric Investments Fail (Presentation Slides)

Number of pages: 39 Posted: 23 Apr 2019 Last Revised: 16 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 5,586 (1,371)

Abstract:

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Machine learning, artificial intelligence, asset management

16.

Advances in Cointegration and Subset Correlation Hedging Methods

Journal of Investment Strategies (Risk Journals), Vol.1(2), Spring 2012, pp. 67-115
Number of pages: 37 Posted: 08 Aug 2011 Last Revised: 31 Jan 2014
Marcos Lopez de Prado and David Leinweber
Cornell University - Operations Research & Industrial Engineering and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 5,520 (1,391)
Citation 1

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Hedging portfolios, robustness, portfolio theory, stationarity, subset corrrelations, Maeloc spread, ECM, ADF, KPSS, PCA, BTCD, MMSC

17.

A Closed-Form Solution for Optimal Mean-Reverting Trading Strategies

Number of pages: 32 Posted: 09 Mar 2020 Last Revised: 24 Mar 2020
Alex Lipton and Marcos Lopez de Prado
Hebrew University of Jerusalem and Cornell University - Operations Research & Industrial Engineering
Downloads 5,190 (1,538)

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optimal trading strategy, Heat potentials, Ornstein-Uhlenbeck process, mean-reversion

18.

An Open-Source Implementation of the Critical-Line Algorithm for Portfolio Optimization

Algorithms, 6(1), pp.169-196, 2013
Number of pages: 29 Posted: 08 Jan 2013 Last Revised: 02 Jan 2016
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 5,168 (1,553)
Citation 4

Abstract:

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portfolio selection, quadratic programming, portfolio optimization, constrained efficient frontier, turning point, Kuhn-Tucker conditions, risk aversion

19.

The Deflated Sharpe Ratio: Correcting for Selection Bias, Backtest Overfitting and Non-Normality

Journal of Portfolio Management, 40 (5), pp. 94-107. 2014 (40th Anniversary Special Issue)
Number of pages: 22 Posted: 21 May 2019 Last Revised: 30 May 2019
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 4,992 (1,666)
Citation 13

Abstract:

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Sharpe ratio, Non-Normality, Probabilistic Sharpe ratio, Backtest overfitting, Minimum Track Record Length, Minimum Backtest Length

20.

Detection of False Investment Strategies Using Unsupervised Learning Methods

Number of pages: 25 Posted: 23 Apr 2018 Last Revised: 07 May 2019
Marcos Lopez de Prado and Michael J. Lewis
Cornell University - Operations Research & Industrial Engineering and New York University (NYU) - Courant Institute of Mathematical Sciences
Downloads 4,748 (1,824)
Citation 5

Abstract:

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Backtest overfitting, selection bias, multiple testing, quantitative investments, machine learning, financial fraud

21.

What to Look for in a Backtest

Number of pages: 58 Posted: 12 Aug 2013 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,435 (2,062)
Citation 3

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum back-test length, performance degradation

22.

Quantitative Meta-Strategies

Practical Applications, Institutional Investor Journals, Spring 2015, Forthcoming
Number of pages: 6 Posted: 10 Jan 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,365 (2,117)

Abstract:

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Strategy selection, Capital Allocation, Stop-outs, algorithmic decision making

23.

Ten Financial Applications of Machine Learning (Seminar Slides)

Number of pages: 27 Posted: 18 Jun 2018 Last Revised: 27 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,322 (2,160)

Abstract:

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machine learning, feature importance, prediction, out-of-sample, investments, risks, portfolio

24.

Kinetic Component Analysis

Journal of Investing, Vol. 25, No. 3, 2016
Number of pages: 24 Posted: 21 May 2019 Last Revised: 30 May 2019
Marcos Lopez de Prado and Riccardo Rebonato
Cornell University - Operations Research & Industrial Engineering and University of Oxford - Mathematical Institute
Downloads 4,275 (2,204)

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Kinetic Component Analysis, Time Series, Principal Component Analysis, LOWESS, Fourier Analysis, Kalman Filter

25.

Building Diversified Portfolios That Outperform Out-of-Sample (Presentation Slides)

Number of pages: 33 Posted: 11 Jan 2016 Last Revised: 14 Aug 2016
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,221 (2,255)

Abstract:

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Risk parity, tree graph, cluster, dendogram, linkage, metric space

26.

A Mixture of Gaussians Approach to Mathematical Portfolio Oversight: The EF3M Algorithm

Quantitative Finance, 2013, Forthcoming, Johnson School Research Paper Series No. 39-2011
Number of pages: 34 Posted: 22 Sep 2011 Last Revised: 27 Oct 2013
Marcos Lopez de Prado and Matthew Foreman
Cornell University - Operations Research & Industrial Engineering and University of California, Irvine
Downloads 4,179 (2,293)
Citation 1

Abstract:

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Skewness, Kurtosis, Mixture of Gaussians, Moment Matching, Maximum Likelihood, EM algorithm

27.

Advances in High Frequency Strategies

Doctoral Dissertation, Complutense University, Madrid, 2011
Number of pages: 42 Posted: 14 Jul 2012 Last Revised: 08 Aug 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,020 (2,455)
Citation 6

Abstract:

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High Frequency Trading, Market Microstructure, Trading Strategies, Execution, Market Making, Risk Modeling, Portfolio Optimization

28.

Tactical Investment Algorithms

Number of pages: 11 Posted: 30 Sep 2019 Last Revised: 01 Oct 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 4,012 (2,463)
Citation 3

Abstract:

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Backtest overfitting, selection bias, multiple testing, quantitative investments, machine learning, all-weather hypothesis, strategic investment algorithm, tactical investment algorithm.

29.

Low-Frequency Traders in a High-Frequency World: A Survival Guide

Number of pages: 41 Posted: 23 Sep 2012 Last Revised: 26 May 2014
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 3,661 (2,872)

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Market Microstructure, VPIN, Order Flow, Informed Traders, Liquidity Providers, Adverse Selection

30.
Downloads 3,464 ( 3,138)
Citation 10

Optimal Execution Horizon

Mathematical Finance, 25(3), pp. 640-672. July 2015.
Number of pages: 43 Posted: 12 Apr 2012 Last Revised: 06 Jun 2015
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 3,464 (3,082)
Citation 8

Abstract:

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liquidity, flow toxicity, broker, VWAP, market microstructure, adverse selection, probability of informed trading, VPIN, OEH

31.

Balanced Baskets: A New Approach to Trading and Hedging Risks

Journal of Investment Strategies (Risk Journals), Vol.1(4), Fall 2012
Number of pages: 44 Posted: 24 May 2012 Last Revised: 08 Sep 2012
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 3,410 (3,241)
Citation 1

Abstract:

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Trading baskets, hedging baskets, equal risk contribution, maximum diversification, subset correlation

32.

Beyond Econometrics: A Roadmap Towards Financial Machine Learning

Number of pages: 31 Posted: 22 Apr 2019 Last Revised: 23 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 3,234 (3,534)
Citation 5

Abstract:

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machine learning, artificial intelligence, econometrics, financial economics

33.

Evaluation and Ranking of Market Forecasters

Number of pages: 26 Posted: 03 Apr 2017 Last Revised: 22 Jul 2017
David H. Bailey, Jonathan Borwein, Amir Salehipour and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), University of Technology Sydney (UTS) and Cornell University - Operations Research & Industrial Engineering
Downloads 3,059 (3,895)
Citation 1

Abstract:

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Marker forecasters ranking; Guru ranking; Market forecast

34.

Advances in Financial Machine Learning: Lecture 1/10 (Presentation Slides)

Number of pages: 39 Posted: 21 Oct 2018 Last Revised: 16 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,932 (4,193)

Abstract:

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Machine learning, artificial intelligence, asset management

35.

VPIN and the Flash Crash: A Comment

Journal of Financial Markets, Forthcoming, Johnson School Research Paper Series No. 25-2012
Number of pages: 8 Posted: 18 May 2012 Last Revised: 29 Sep 2013
David Easley, Marcos Lopez de Prado and Maureen O'Hara
Cornell University - Department of Economics, Cornell University - Operations Research & Industrial Engineering and Cornell University - Samuel Curtis Johnson Graduate School of Management
Downloads 2,885 (4,311)
Citation 5

Abstract:

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Flash crash, liquidity, flow toxicity, market microstructure, probability of informed trading, VPIN

36.

Managing Risks in a Risk-On/Risk-Off Environment

Number of pages: 50 Posted: 23 Sep 2012 Last Revised: 26 May 2014
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,613 (5,079)

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Risk Concentration, Eigenvectors, Eigen-risk decomposition, Risk-on/Risk-off

37.

Stop-Outs Under Serial Correlation and 'The Triple Penance Rule'

Journal of Risk, 2014
Number of pages: 35 Posted: 16 Jan 2013 Last Revised: 10 Jun 2016
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 2,601 (5,111)
Citation 3

Abstract:

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Downside, time under water, stop-out, triple penance, serial correlation, Sharpe ratio

38.

Optimal Risk Budgeting under a Finite Investment Horizon

Number of pages: 17 Posted: 07 Dec 2013 Last Revised: 03 Sep 2019
Marcos Lopez de Prado, Ralph Vince and Qiji Jim Zhu
Cornell University - Operations Research & Industrial Engineering, Vince Strategies LLC and Western Michigan University
Downloads 2,534 (5,345)
Citation 1

Abstract:

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Growth-optimal portfolio, risk management, Kelly Criterion, finite investment horizon, drawdown

39.

The Strategy Approval Decision: A Sharpe Ratio Indifference Curve Approach

Algorithmic Finance, (2013) 2:1, 99-109
Number of pages: 12 Posted: 15 Feb 2012 Last Revised: 20 Jan 2014
David H. Bailey, Marcos Lopez de Prado and Eva del Pozo
Lawrence Berkeley National Laboratory, Cornell University - Operations Research & Industrial Engineering and Universidad Complutense de Madrid (UCM)
Downloads 2,486 (5,501)

Abstract:

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Portfolio theory, Sharpe ratio, pairwise correlation, indifference curve, diversification

40.

Estimation of Theory-Implied Correlation Matrices

Number of pages: 18 Posted: 20 Nov 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,444 (5,664)

Abstract:

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hierarchical clustering, economic classification, correlation estimation, knowledge graph

41.

Stochastic Flow Diagrams

Algorithmic Finance 2014, 3:1-2, 21-42
Number of pages: 23 Posted: 16 Jan 2014 Last Revised: 27 May 2014
Neil Calkin and Marcos Lopez de Prado
Clemson University and Cornell University - Operations Research & Industrial Engineering
Downloads 2,430 (5,719)
Citation 4

Abstract:

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Time Series, Graph Theory, Topology, Financial Flows, Macro Trading

42.

A Robust Estimator of the Efficient Frontier

Number of pages: 16 Posted: 18 Oct 2019 Last Revised: 04 Mar 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,388 (5,910)
Citation 2

Abstract:

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Monte Carlo, convex optimization, de-noising, clustering, shrinkage.

43.

Exit Strategies for COVID-19: An Application of the K-SEIR Model (Presentation Slides)

Number of pages: 52 Posted: 22 Apr 2020
Alex Lipton and Marcos Lopez de Prado
Hebrew University of Jerusalem and Cornell University - Operations Research & Industrial Engineering
Downloads 2,368 (5,976)
Citation 1

Abstract:

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COVID-19, pandemic, SEIR, case fatality rate, reproductive numbers, lockdowns

44.

Machine Learning for Asset Managers (Chapter 1)

Cambridge Elements, 2020
Number of pages: 45 Posted: 27 Apr 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,286 (6,347)

Abstract:

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Machine Learning, Unsupervised Learning, Supervised Learning, Clustering, Classification, Labeling, Portfolio Construction

45.

Advances in Financial Machine Learning: Lecture 2/10 (Presentation Slides)

Number of pages: 27 Posted: 30 Sep 2018 Last Revised: 26 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,286 (6,347)
Citation 5

Abstract:

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Machine learning, artificial intelligence, asset management

46.

Codependence (Presentation Slides)

Number of pages: 34 Posted: 15 Jan 2020 Last Revised: 06 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,205 (6,744)

Abstract:

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Machine learning, artificial intelligence, asset management

47.

Advances in Financial Machine Learning: Lecture 3/10 (Presentation Slides)

Number of pages: 31 Posted: 30 Sep 2018 Last Revised: 06 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,199 (6,785)
Citation 3

Abstract:

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Machine learning, artificial intelligence, asset management

48.

Ten Applications of Financial Machine Learning

Number of pages: 16 Posted: 22 Apr 2019 Last Revised: 01 Oct 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,191 (6,822)
Citation 3

Abstract:

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machine learning, econometrics, financial economics, artificial intelligence

49.

Stock Portfolio Design and Backtest Overfitting

Number of pages: 16 Posted: 29 Feb 2016 Last Revised: 20 Jul 2016
David H. Bailey, Jonathan Borwein and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory, University of Newcastle (Australia) and Cornell University - Operations Research & Industrial Engineering
Downloads 2,129 (7,148)
Citation 1

Abstract:

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backtest, historical simulation, probability of backtest overfitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

50.

Machine Learning Asset Allocation (Presentation Slides)

Number of pages: 35 Posted: 18 Oct 2019 Last Revised: 01 Jun 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,079 (7,460)
Citation 2

Abstract:

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Monte Carlo, convex optimization, de-noising, clustering, shrinkage

51.

The Future of Empirical Finance

Journal of Portfolio Management, 41(4), Summer 2015
Number of pages: 12 Posted: 20 May 2019 Last Revised: 30 May 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 2,056 (7,595)

Abstract:

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Empirical research, false discovery, multiple testing, physics envy

52.

Backtesting

Number of pages: 33 Posted: 16 May 2015 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,995 (8,021)

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

53.

Advances in Financial Machine Learning: Lecture 9/10 (Presentation Slides)

Number of pages: 41 Posted: 29 Oct 2018 Last Revised: 04 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,975 (8,160)

Abstract:

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Machine learning, artificial intelligence, asset management

54.

Q&A on Financial Machine Learning (Course Materials)

Number of pages: 4 Posted: 07 Oct 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,970 (8,175)

Abstract:

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financial machine learning, econometrics, big data

55.

Advances in Financial Machine Learning: Lecture 7/10 (Presentation Slides)

Number of pages: 64 Posted: 15 Oct 2018 Last Revised: 02 Jan 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,911 (8,636)

Abstract:

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Machine learning, artificial intelligence, asset management

56.

Mathematics and Economics: A Reality Check

Journal of Portfolio Management, Vol. 43, No. 1, 2016
Number of pages: 6 Posted: 13 Aug 2016 Last Revised: 21 Aug 2016
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,862 (8,999)
Citation 1

Abstract:

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Graph theory, topology, discrete math, information theory, signal processing, machine learning, parallel processing, quantum supercomputing, experimental techniques

57.

Solving the Optimal Trading Trajectory Problem Using a Quantum Annealer

IEEE Journal of Selected Topics in Signal Processing, Forthcoming, 2016, NYU Tandon Research Paper No. 2649376
Number of pages: 12 Posted: 24 Aug 2015 Last Revised: 26 Jun 2017
1QBit, 1QBit, 1QBit, New York University Finance and Risk Engineering, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and Cornell University - Operations Research & Industrial Engineering
Downloads 1,814 (9,370)
Citation 2

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Qubit, quantum computer, optimal trading trajectory, portfolio optimization, quantum annealing

58.

The Topology of Macro Financial Flows: An Application of Stochastic Flow Diagrams

Algorithmic Finance 2014, 3:1-2, 43-85
Number of pages: 44 Posted: 16 Jan 2014 Last Revised: 27 May 2014
Neil Calkin and Marcos Lopez de Prado
Clemson University and Cornell University - Operations Research & Industrial Engineering
Downloads 1,814 (9,367)
Citation 3

Abstract:

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Time Series, Graph Theory, Topology, Financial Flows, Macro Trading

59.

How Long Does It Take to Recover from a Drawdown?

Number of pages: 43 Posted: 22 Apr 2013 Last Revised: 29 Jun 2014
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,812 (9,381)

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drawdown, time under water, stop-out, triple penance, serial correlation, Sharpe ratio

60.

A Journey Through the 'Mathematical Underworld' of Portfolio Optimization

Number of pages: 26 Posted: 11 Feb 2013 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,810 (9,404)

Abstract:

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portfolio selection, quadratic programming, portfolio optimization, constrained efficient frontier, turning point, Kuhn-Tucker conditions, risk aversion

61.

Backtest Overfitting in Financial Markets

Automated Trader, 2016, Forthcoming
Number of pages: 8 Posted: 15 Feb 2016
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), Cornell University - Operations Research & Industrial Engineering, University of Technology Sydney (UTS) and Western Michigan University
Downloads 1,749 (9,949)

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

62.

Clustered Feature Importance (Presentation Slides)

Number of pages: 35 Posted: 06 Mar 2020 Last Revised: 28 May 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,726 (10,184)

Abstract:

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machine learning, feature importance, permutation importance, mean decrease accuracy

63.

Clustering (Presentation Slides)

Number of pages: 34 Posted: 10 Jan 2020 Last Revised: 06 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,708 (10,359)

Abstract:

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machine learning, artificial intelligence, asset management

64.

The Myth and Reality of Financial Machine Learning (Presentation Slides)

Number of pages: 33 Posted: 20 Feb 2018 Last Revised: 29 May 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,648 (10,980)

Abstract:

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machine learning, supercomputing, pattern recognition, black box, investing

65.

Advances in Financial Machine Learning: Lecture 4/10 (Presentation Slides)

Number of pages: 146 Posted: 30 Sep 2018 Last Revised: 19 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,598 (11,511)
Citation 1

Abstract:

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Machine learning, artificial intelligence, asset management

66.

Advances in Financial Machine Learning: Lecture 5/10 (Presentation Slides)

Number of pages: 27 Posted: 30 Sep 2018 Last Revised: 04 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,558 (11,941)

Abstract:

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Machine learning, artificial intelligence, asset management

67.

Financial Machine Learning in 10 Minutes (Presentation Slides)

Number of pages: 11 Posted: 18 May 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,486 (12,883)

Abstract:

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Machine learning, artificial intelligence, backtest overfitting

68.

Advances in Financial Machine Learning: Numerai's Tournament (Presentation Slides)

Number of pages: 18 Posted: 25 Nov 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,467 (13,210)

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Machine Learning, Artificial Intelligence, Asset Management

69.

Advances in Financial Machine Learning: Lecture 6/10 (Presentation Slides)

Number of pages: 107 Posted: 07 Oct 2018 Last Revised: 02 Jan 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,459 (13,295)
Citation 2

Abstract:

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Machine learning, artificial intelligence, asset management

70.

Concealing the Trading Footprint: Optimal Execution Horizon

Number of pages: 45 Posted: 08 Nov 2012 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,411 (14,002)

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Liquidity, flow toxicity, broker, VWAP, market microstructure, adverse selection, probability of informed trading, VPIN, OEH

71.

Supercomputing for Finance: A Gentle Introduction (Presentation Slides)

Number of pages: 20 Posted: 30 Jan 2017 Last Revised: 01 Feb 2017
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,404 (14,115)

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multi-threading, asynchronicity, callback, parallelism, distributed computing, scheduling

72.

Overfitting: Causes and Solutions (Seminar Slides)

Number of pages: 24 Posted: 26 Feb 2020 Last Revised: 02 Mar 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,403 (14,133)

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Machine learning, econometrics, backtest overfitting, selection bias, multiple testing, false discoveries

73.

Advances in Financial Machine Learning: Lecture 8/10 (Presentation Slides)

Number of pages: 83 Posted: 21 Oct 2018 Last Revised: 02 Jan 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,400 (14,211)

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Machine learning, artificial intelligence, asset management

74.

Intraday Patterns in Natural Gas Futures: Extracting Signals from High-Frequency Trading Data

Number of pages: 26 Posted: 09 Sep 2015 Last Revised: 07 Mar 2016
Jung Heon Song, Marcos Lopez de Prado, Horst Simon and Kesheng Wu
University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab), Cornell University - Operations Research & Industrial Engineering, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 1,369 (14,661)

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Time series analysis, non-uniform FFT, co-integration

75.

Market Microstructure in the Age of Machine Learning

Number of pages: 48 Posted: 11 Jun 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,366 (14,742)

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Market microstructure, machine learning, feature importance, prediction, out-of-sample

76.

Statistical Overfitting and Backtest Performance

"Risk-Based and Factor Investing", Quantitative Finance Elsevier, 2015 (Forthcoming).
Number of pages: 10 Posted: 09 Oct 2014 Last Revised: 05 Jul 2015
David H. Bailey, Stephanie Ger, Marcos Lopez de Prado, Alexander Sim and Kesheng Wu
Lawrence Berkeley National Laboratory, Northwestern University - Department of Engineering Sciences and Applied Mathematics, Cornell University - Operations Research & Industrial Engineering, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 1,358 (14,864)
Citation 3

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backtest, historical simulation, backtest over-fitting, investment strategy, optimization, Sharpe ratio, performance degradation

77.

The Sharp Razor: Performance Evaluation with Non-Normal Returns

Number of pages: 45 Posted: 23 Sep 2012 Last Revised: 28 Jul 2014
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,358 (14,864)

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Portfolio selection, Normality, Serial Correlation, Probabilistic Sharpe Ratio, Minimum Track Record Lenght, Sharpe Ratio Efficient Frontier

78.

Optimal Trading Rules Without Backtesting

Number of pages: 29 Posted: 29 Sep 2014 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,333 (15,304)

Abstract:

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Trading rule, backtest overfitting, profit-taking, stop-loss

79.

Recent Trends in Empirical Finance

Journal of Portfolio Management, Vol. 41, No. 4, 2015
Number of pages: 8 Posted: 20 May 2019 Last Revised: 30 May 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,280 (16,269)

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Econometrics, reproducibility, false positive, selection bias, multiple testing, empirical analysis

80.

The Past and Future of Quantitative Research (Presentation Slides)

Number of pages: 22 Posted: 11 Sep 2019 Last Revised: 17 Sep 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,228 (17,294)

Abstract:

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backtest overfitting, selection bias, false investment strategy, tournaments, machine learning

81.

How the Sharpe Ratio Died, and Came Back to Life

Number of pages: 33 Posted: 03 May 2018 Last Revised: 29 May 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,200 (17,931)

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Backtest overfitting, selection bias, multiple testing, quantitative investments, machine learning, financial fraud

82.

Portfolio Oversight: An Evolutionary Approach

Number of pages: 50 Posted: 08 Nov 2012 Last Revised: 26 May 2014
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,180 (18,383)

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Skewness, Kurtosis, Mixture of Gaussians, Moment Matching, Maximum Likelihood, EM algorithm

83.

Determining Optimal Trading Rules Without Backtesting

Number of pages: 39 Posted: 12 Sep 2015
Peter Carr and Marcos Lopez de Prado
New York University Finance and Risk Engineering and Cornell University - Operations Research & Industrial Engineering
Downloads 1,179 (18,403)
Citation 5

Abstract:

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Trading, optimization, backtesting, overfitting, simulation

84.

A Data Science Solution to the Multiple-Testing Crisis in Financial Research

Number of pages: 27 Posted: 11 May 2018 Last Revised: 11 Dec 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,167 (18,676)
Citation 4

Abstract:

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Backtest overfitting, selection bias, multiple testing, quantitative investments, machine learning, financial fraud, smart beta, factor investing.

85.

Illegitimate Science: Why Most Empirical Discoveries in Finance Are Likely Wrong, and What Can Be Done About It (Presentation Slides)

Number of pages: 15 Posted: 27 Apr 2015 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,156 (18,958)
Citation 1

Abstract:

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Multiple testing, selection bias, backtest overfitting, p-values

86.

Three Machine Learning Solutions to the Bias-Variance Dilemma (Seminar Slides)

Number of pages: 27 Posted: 28 May 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,127 (19,733)

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Bias, variance, MVUE, BLUE, econometrics, machine learning, ensemble, cross-validation, regularization

87.

Quantum Computing (in 5 Minutes or Less) (Presentation Slides)

Number of pages: 10 Posted: 23 Nov 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,108 (20,178)

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Portfolio optimization, quantum computers, algorithm complexity

88.

Deflating the Sharpe Ratio

Number of pages: 43 Posted: 14 Jul 2014 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,062 (21,455)

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Sharpe ratio, Non-Normal returns, IID, Multiple Testing, Selection Bias

89.

Advances in Quantitative Meta-Strategies

Number of pages: 39 Posted: 13 May 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,039 (22,176)
Citation 1

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Multiple testing, performance evaluation, decision theory, structural break, stop-out, strategy selection.

90.

Financial Quantum Computing (Presentation Slides)

Number of pages: 22 Posted: 07 Oct 2016 Last Revised: 16 Jul 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 1,010 (23,189)

Abstract:

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Portfolio Optimization, Quantum Computers, Algorithm Complexity

91.

Mathematics & Economics: A Reality Check (Presentation Slides)

Number of pages: 14 Posted: 13 Oct 2016
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 993 (23,740)

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Graph Theory, Topology, Discrete Math, Information Theory, Signal Processing, Machine Learning, Parallel Processing, Quantum Supercomputing, Experimental Techniques

92.

Confidence and Power of the Sharpe Ratio under Multiple Testing

Number of pages: 13 Posted: 11 Jun 2018 Last Revised: 28 Feb 2019
Marcos Lopez de Prado and Michael J. Lewis
Cornell University - Operations Research & Industrial Engineering and New York University (NYU) - Courant Institute of Mathematical Sciences
Downloads 915 (26,721)
Citation 3

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True positive, false positive, power, significance, recall, multiple testing, non-Normal returns, clustering, machine learning

93.

Exploring Irregular Time Series Through Non-Uniform Fast Fourier Transform

Proceedings of the International Conference for High Performance Computating, IEEE, 2014.
Number of pages: 26 Posted: 30 Aug 2014 Last Revised: 05 Mar 2016
Jung Heon Song, Marcos Lopez de Prado, Horst Simon and Kesheng Wu
University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab), Cornell University - Operations Research & Industrial Engineering, University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab) and University of California, Berkeley - Lawrence Berkeley National Laboratory (Berkeley Lab)
Downloads 900 (27,354)
Citation 1

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In-homogeneous Time Series, Non-Uniform Fourier Transform, High Frequency Trading, Sampling Frequency, Volume Time

94.

Who Needs a Newtonian Finance?

Journalof Portfolio Management, Vol. 44, No. 1, 2017
Number of pages: 5 Posted: 18 Jan 2018 Last Revised: 19 Jan 2018
Marcos Lopez de Prado and Frank J. Fabozzi
Cornell University - Operations Research & Industrial Engineering and EDHEC Business School
Downloads 888 (28,001)

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Financial Mathematics, Calculus, Machine Learning, Graph Theory, Supercomputing, Big Data

95.

Online Tools for Demonstration of Backtest Overfitting

Number of pages: 13 Posted: 23 Apr 2015 Last Revised: 01 Dec 2015
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), University of Technology Sydney (UTS), Cornell University - Operations Research & Industrial Engineering and Western Michigan University
Downloads 878 (28,360)
Citation 3

Abstract:

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Backtest overfitting, multiple testing, Sharpe Ratio, Deflated Sharpe Ratio, investment strategy

96.

Stochastic Flow Diagrams Add Topology to the Econometric Toolkit

Number of pages: 45 Posted: 20 Jan 2014 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 848 (29,777)

Abstract:

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Time Series, Graph Theory, Topology, Financial Flows, Macro Trading

97.

Mathematical Appendices to: 'The Probability of Backtest Overfitting'

Journal of Computational Finance (Risk Journals), 2015, Forthcoming
Number of pages: 8 Posted: 23 Feb 2015 Last Revised: 05 Jul 2015
David H. Bailey, Jonathan Borwein, Marcos Lopez de Prado and Qiji Jim Zhu
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), Cornell University - Operations Research & Industrial Engineering and Western Michigan University
Downloads 781 (33,358)
Citation 2

Abstract:

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backtest, historical simulation, probability of backtest over-fitting, investment strategy, optimization, Sharpe ratio, minimum backtest length, performance degradation

98.

Advances in Financial Machine Learning: Lecture 10/10 (Presentation Slides)

Number of pages: 44 Posted: 14 Nov 2019 Last Revised: 06 Feb 2020
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 777 (33,844)

Abstract:

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Machine learning, artificial intelligence, asset management

99.

Generalized Optimal Trading Trajectories: A Financial Quantum Computing Application

Number of pages: 11 Posted: 09 Mar 2015 Last Revised: 05 Jul 2015
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 772 (33,909)
Citation 3

Abstract:

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High-performance computing, integer optimization, quantum computing, adiabatic process

100.

How Hard Is It to Pick the Right Model? MCS and Backtest Overfitting

Number of pages: 27 Posted: 03 Jan 2018 Last Revised: 15 Jun 2018
Diego Aparicio and Marcos Lopez de Prado
Massachusetts Institute of Technology (MIT), Department of Economics and Cornell University - Operations Research & Industrial Engineering
Downloads 723 (37,065)

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Forecasting, Model confidence set, Model selection, Multiple testing

101.

A Practical Solution to the Multiple-Testing Crisis in Financial Research (Presentation Slides)

Number of pages: 30 Posted: 18 May 2018 Last Revised: 29 May 2018
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 658 (42,090)
Citation 1

Abstract:

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Backtest overfitting, selection bias, multiple testing, quantitative investments, machine learning, financial fraud, smart beta, factor investing

102.

Type I and Type II Errors in Finance (Presentation Slides)

Number of pages: 21 Posted: 25 Jun 2018 Last Revised: 14 Jun 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 637 (44,005)

Abstract:

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True positive, false positive, power, significance, recall, multiple testing, non-Normal returns, clustering, machine learning

103.

Finance as an Industrial Science

Journal of Portfolio Management, Vol. 43, No. 4, 2017
Number of pages: 7 Posted: 05 Aug 2017 Last Revised: 02 Jun 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 607 (47,075)

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Big data, machine learning, high performance computing

104.

The False Strategy Theorem: A Financial Application of Experimental Mathematics

American Mathematical Monthly, forthcoming
Number of pages: 7 Posted: 03 Aug 2018 Last Revised: 23 Aug 2018
Marcos Lopez de Prado and David H. Bailey
Cornell University - Operations Research & Industrial Engineering and Lawrence Berkeley National Laboratory
Downloads 586 (49,051)
Citation 1

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Selection bias, multiple testing, False Strategy theorem, experimental mathematics

105.

Multi-Period Integer Portfolio Optimization Using a Quantum Annealer

Number of pages: 21 Posted: 07 Oct 2015 Last Revised: 14 May 2016
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 536 (54,899)

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Integer programming, multi-period optimization, np-complete, quantum computer, quantum annealer

106.

Risk Adjusted Growth Portfolio in a Finite Investment Horizon (Presentation Slides)

Number of pages: 44 Posted: 29 Jun 2015
Marcos Lopez de Prado, Ralph Vince and Qiji Jim Zhu
Cornell University - Operations Research & Industrial Engineering, Vince Strategies LLC and Western Michigan University
Downloads 493 (60,998)

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Growth-optimal portfolio, risk management, Kelly Criterion, finite investment horizon, drawdown

107.

Mathematical Appendices to: 'Stop-Outs Under Serial Correlation'

Journal of Risk, 2014, Forthcoming
Number of pages: 13 Posted: 20 Oct 2014
David H. Bailey and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory and Cornell University - Operations Research & Industrial Engineering
Downloads 438 (70,514)

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Downside, time under water, stop-out, triple penance, serial correlation, Sharpe ratio

108.

Do Financial Gurus Produce Reliable Forecasts?

Number of pages: 20 Posted: 13 Mar 2019
David H. Bailey, Jonathan Borwein, Amir Salehipour and Marcos Lopez de Prado
Lawrence Berkeley National Laboratory, University of Newcastle (Australia), University of Technology Sydney (UTS) and Cornell University - Operations Research & Industrial Engineering
Downloads 385 (82,317)

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Marker forecasters ranking; Guru ranking; Market forecast

109.

Three Quant Lessons from COVID-19

Risk Magazine, April 2020.
Number of pages: 6 Posted: 21 Apr 2020 Last Revised: 01 May 2020
Alex Lipton and Marcos Lopez de Prado
Hebrew University of Jerusalem and Cornell University - Operations Research & Industrial Engineering
Downloads 301 (109,107)

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COVID-19, pandemic, SEIR, case fatality rate, reproductive numbers, lockdowns

110.

Testimony before the U.S. House of Representatives – Committee on Financial Services – Task Force on Artificial Intelligence

Number of pages: 13 Posted: 30 Dec 2019
Marcos Lopez de Prado
Cornell University - Operations Research & Industrial Engineering
Downloads 92 (299,551)

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machine learning, artificial intelligence, automation, jobs

111.

Crowdsourced Investment Research through Tournaments

Journal of Financial Data Science, Vol. 2, No. 1, 2020, https://jfds.pm-research.com/content/2/1/86
Posted: 25 Sep 2019 Last Revised: 24 May 2020
Marcos Lopez de Prado and Frank J. Fabozzi
Cornell University - Operations Research & Industrial Engineering and EDHEC Business School

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tournaments, backtests, data abstraction, investment strategies forecasting, overfitting

112.

Order from Chaos: How Data Science is Revolutionizing Investment Practice

Journalof Portfolio Management, Forthcoming
Posted: 10 Sep 2018 Last Revised: 12 Sep 2018
Joseph Simonian, Marcos Lopez de Prado and Frank J. Fabozzi
Natixis Investment Managers, L.P., Cornell University - Operations Research & Industrial Engineering and EDHEC Business School

Abstract:

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Econometrics, machine learning, data science

113.

Being Honest in Backtest Reporting: A Template for Disclosing Multiple Tests

Journalof Portfolio Management, Forthcoming
Posted: 17 Aug 2018 Last Revised: 04 Sep 2018
Frank J. Fabozzi and Marcos Lopez de Prado
EDHEC Business School and Cornell University - Operations Research & Industrial Engineering

Abstract:

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selection bias, multiple testing, false positive, machine learning, clustering