Course Schedule and Readings: Physics 255 Econophysics

Required Texts:

R. Mantegna and H.E. Stanley, An Introduction to Econophysics, Cambridge (2000)

P.R. Bevington and D.K. Robinson, Data Reduction and Error Analysis for the Physical Sciences, McGraw-Hill (1992)

Optional and Other Reading:

Sitabhra Sinha, Arnab Chatterjee, Anirban Chakraborti, Bikas Chrakrabarti, Econophysics, An Introduction, Wiley (2011)

Paul Krugman, End This Depression Now, W.W. Norton (2012); also The Return of Depression Economics, W.W. Norton(2009)

Michael Lewis, Flash Boys, W.W. Norton (2014); The Big Short, W.W. Norton (2010); and, Liars Poker, W.W. Norton (1989)

Nassim Nicholas Taleb, The Black Swan, Random House (2010)

William Poundstone, Fortune's Formula, Hill and Wang (2005)

Justin Fox, The Myth of the Rational Market, HarperCollins (2009)

Mebane Faber and Eric Richardson, The Ivy Portfolio, John Wiley (2009)

Burton Makiel, A Random Walk Down Wall Street, W.W. Norton (2007)

Benoit Mandelbrot and Richard L Hudson, The Misbehavior of Markets, A Fractal View of Financial Turbulence, Basic Books (2007)

Michael Mauboussin, The Success Equation: Untangling Skill and Luck in Business, Sports and Investing, Harvard Business Review Press (2012)

Scott Patterson, The Quants, Crown Business Press (2011); also Dark Pools, Crown Business Press (2012)

D. Stauffer and A.Aharony, Introduction to Percolation, CRC Press (1991)

G.A. Holton, Value-at-Risk (Online Book)


 

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Please note that homework should be turned into Professor Rundle by 5:00 pm on the due date.


Please also refer to the code of Academic Conduct


 

Web Sites with Definitions and Data

Econophysics Forum (Portal)

Seeking Alpha

Investopedia (for explanations and definitions)

MarketWatch (Market News and Information)

Useful Data and Commentary: The Market Ear

Seasonality: Chances of Stock Market Up or Down by Month

Success/Fail Record of Professional Investors

New York Fed Recession Probability Indicator

Neil Howe on the Future of Society

Definition of Free Cash Flow

Stock Chart Technical Analysis (Free)

How Banks Create Money Through Fractional Reserve Banking

Stock to Flow Model for Bitcoin (2019)

Bitcoin Realized Price (Current)

Valuation from Bitcoin Network Effect

Real Time Model of Bitcoin Value (Buy Bitcoin Worldwide)

Valuing Bitcoin - Panel Discussion Crypto 2022 (31:35)

The (Long) Crypto Story (Bloomberg)

Beveridge Curve (BLS)


 

Market News and Commentary

Article on the 30th Anniversary of the First ETF (SPY: 1/2023)

Business Wire Article on Fennel Markets (11/2022)

Could a US Market Crash Happen Soon, Similar to the UK Event? (10/2022)

Inflation is Beginning to Slow Down (10/2022)

Origin of Current Financial Instability (10/2022)

Bitcoin Hashrate Increasing (10/2022)

Is the Federal Reserve is Breaking the Financial System? (10/2022)

Ron Insana: Something Big Could be About to Break in Markets (10/2022)

History of Bear Markets

Bill Miller on Bitcoin

Bill Miller Says Bitcoin Trickle Could Turn into a Torrent


 

Video Links

Explanation of Short Selling

Warren Buffet on Ben Graham

Warren Buffet on Investing

Jim Simons TED Talk

Bill Miller on Bitcoin

Warren Buffet on Bitcoin

Cathie Wood (Ark Investments)

Don Tapscott on Blockchain

Mechanics of Bitcoin


 

Quant Methods

Basics of Quant Investing

Ed Thorp

Suzy Moat on Big Data

Jim Simons on Quant Investing

NY Times Article on AI

CNBC Explanation of Yield Curve Inversions

NY Times Article on Investing Strategy: Buy at the Close, Sell on the Open

World Quant University Masters of Science in Financial Engineering


 

Trading Algorithms and Models

9 Tools for Algo Trading

Trend Following Model

A Python Trading Strategy

Trading Moving Averages

Week

Reading (Topic)

Reading Assignment

Chapter/Section



Projects

 

Project Due Date

1 January 9

Introduction to Econophysics

Power Laws

Santa Fe Institute Morgan Stanley Meeting

Earthquakes and Markets - I

Earthquakes and Markets - II

Flash Boys


2 January 16

Markets and Finance

Arbitrage and Trading

Terminology: Derivaties, Futures, Forwards and Options


Mantegna and Stanley
Chapters 1&2


Exchanged Traded Funds

Example of Technical Analysis


Project 1:
Returns and Drawdowns
Tu Jan 24

3 January 23

Introduction to
Probability

Statistical Distributions


Random Walk

Bevington and Robinson
Chapters 1,
2

Project 2: Statistical Distributions Wed Feb 15

4 January 30

Statistical Distributions (cont)

Mean and Variance


Bevington and Robinson
Chapter
4
, Sections 4.1, 4.4

Bubbles?

Network Models for the Markets

Binomial Distribution

Poisson Distribution

Normal Distribution

Levy Stable Distributions


Project 3:
Future Index Values

Fri Feb 17
(short assignment)

5 February 6


Stochastic Processes - I


Maximum Likelihood

Monte Carlo Methods

Random Walks

Levy Stable Processes



Bevington and Robinson
Chapter
5
, Sections 5.1-5.3

Michael Mauboussin on Investing


Project 4:
Fat Tails of Financial Time Series

Fri Mar 3

6 February 13


Stochastic Processes - II

Convolution

Fourier Transforms


Mantegna and Stanley
Chapter 3, Sections 3.1-3.3


Short Paragraph on Your Proposed Project Mon March 6

7 February 20

Stochastic Processes - III

Power Spectra

Financial Data

Mantegna and Stanley
(Chapter 4 optional)
Chapter 5

Fractal Stock Prices

WSJ Opinion Stock Prices

 

Project 5: Volatility and Cross Correlation

Wed Mar 15

8 February 27

Statistics of Stationary Time Series, Autocorrelation, Cross-correlation

Price Dynamics and Scaling


Mantegna and Stanley
Chapter 6-7

Technical Comments on Markets


   

9 March 6
(Remote)

Correlations and Anticorrelations in Stock Portfolios;

Options


Mantegna and Stanley
(Chapter 8 optional)
Chapter 9

Correlation and Trees


Final Project

Paper Guidelines

 

10 March 13
(Remote)


Phase Transitions, Critical Phenomena and Market Stability

Agent-Based Simulations

Blockchain Technology

Summary and Discussion



Mantegna and Stanley
(Chapter 10-11, 13 optional)
Chapter 12, 14-15

  Course Projects Due
by 5:00 pm Friday March 17