Browsing: machine learning

Posts Tagged ‘ machine learning ’

Seeking to Predict Recessions? Focus on the Forest—Not the Trees

Jul 21st, 2020 | Filed under: Newly Added, Alternative data, Artificial Intelligence, CAIA Alternative Viewpoints, Alternative Investments in Context, Machine Learning, Other Topics in A.I.

By Keith Black, PhD, CFA, CAIA, FDP, Managing Director, CAIA Association The FDP Institute recently spoke with Al Yazdani, the chief data scientist and founder of Calcolo Analytics, regarding his forthcoming article in the Journal of Financial Data Science: “Machine Learning Prediction of Recessions: An Imbalanced Classification Approach.” The authorRead More


Technology: Aiding and Abetting the Democratization of Alternative Investments

Jul 14th, 2020 | Filed under: Hedge Fund Industry Trends, Private Equity, Hedge Fund Strategies, Newly Added, Fintech, Venture capital, Technology, Artificial Intelligence, Other Issues in Private Investments, Machine Learning, Hedge Funds, Private Investments, Other Topics in A.I.

A recent working paper for the European Corporate Governance Institute maintains that technology has the potential to make hedge funds and private equity more accessible to the retail investor. The paper, by Omololu Bajulaiye of Tilburg University, along with some other scholars begins with the non-controversial proposition that venture capital,Read More


Changes are coming

Jul 12th, 2020 | Filed under: Newly Added, Fintech, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Machine Learning, Other Topics in A.I.

This article was co-authored by Dr Mehrzad Mahdavi and Hossein Kazemi, Phd, CFA from FDP Institute, and William J. Kelly from CAIA Association Digital transformation, with artificial intelligence and machine learning technologies at its core, has created unprecedented challenges and opportunities across all industries.  The financial sector will be profoundly affected as demonstrated by numerous use casesRead More


Machine Learning Goes Global

Jul 2nd, 2020 | Filed under: Newly Added, Technology, Artificial Intelligence, Machine Learning, Other Topics in A.I.

A recent test of machine learning in pursuit of alpha finds results similar to what established literature already suggests in looking specifically at the value of algorithms in the US market. But this study then goes global, in a way that most of existing literature on this question has not,Read More


‘HAL, Determine the Fatness of the Tail’

Jun 11th, 2020 | Filed under: Algorithmic and high-frequency trading, Newly Added, Technology, Artificial Intelligence, Business News, Machine Learning, Finance & Economics, Other Topics in A.I.

There has been a lot of commentary in the financial press about the idea of “fat tails,” that is, about the idea that disasters are more common than a normal or bell curve view of probability would lead one to expect. Indeed, one might even say that there is someRead More


Diving Deeper into the Deep Learning Pool

May 17th, 2020 | Filed under: Newly Added, Technology, Artificial Intelligence, Machine Learning, Other Topics in A.I.

Dmitry Borisenko, an independent scholar and a former quantitative analyst at Krauspartner Investment Solutions, posted a complicated article last year with the deceptively simple title, Dissecting Momentum: We Need to Go Deeper. As the title suggests, Borisenko begins with the momentum strategy as a means of reaching alpha. Variables basedRead More


Data Scientists Should Do Drugs!

May 14th, 2020 | Filed under: Newly Added, Alternative data, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Alternative Investments in Context, Machine Learning, Other Topics in A.I.

By Keith Black, PhD, CFA, CAIA, FDP Now that this attention-grabbing headline has drawn you in, let me clarify. Data scientists should not partake in illegal drugs. Data scientists should participate in pharmacological research, as artificial intelligence and machine learning can add value, even when the data scientist does notRead More


Model Risk Management as Algo Trading Expands

May 10th, 2020 | Filed under: Algorithmic and high-frequency trading, Newly Added, Technology, Artificial Intelligence, The A.I. Industry, Machine Learning, Risk Management & Operations, Other Topics in A.I.

The FICC Market Standards Board Ltd. (FMSB) is a London-based standards body for participants in the wholesale fixed income, currencies, and commodities (FICC) markets. It has been looking into the root causes of market misconduct, and pursuant to that research it recently published a report on the “themes and challenges”Read More


The Algorithms that will Find the ESG Tipping Point

Apr 16th, 2020 | Filed under: Newly Added, Technology, Artificial Intelligence, ESG, The A.I. Industry, Machine Learning, Other Topics in A.I.

A recent literature review conveys the state of scholarly understanding of ESG alpha.It also discusses how machine learning may help alternatives managers to track, and at the right time to pounce upon, a critical tipping point. Joachim Erhardt, a managing director at Landesbank Baden-Württemberg (LBBW) and an independent scholar, startsRead More


Machine Learning, Quant Models, and ESG factors: Who Uses Them and What Data Do They Mine?

Apr 9th, 2020 | Filed under: Newly Added, Alternative data, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, ESG, Machine Learning, Other Topics in A.I.

Keith Black, PhD, CFA, CAIA, FDP, Managing Director of Content Strategy, CAIA Association CAIA Association and FDP Institute recently had a conversation with Mike Chen and George Mussalli. Dr. Chen is the director of equity investments and Mr. Mussalli is the managing director and CIO of equity investments at PanAgora.Read More


Using Alternative Data and Machine Learning in Alternative Asset Classes

Mar 30th, 2020 | Filed under: Algorithmic and high-frequency trading, Newly Added, Alternative data, Fintech, Risk management, Technology, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Machine Learning, Risk Management & Operations, Other Topics in A.I.

Keith Black, PhD, CFA, CAIA, FDP, Managing Director of Content Strategy, CAIA Association Michael Oliver Weinberg and Peter Strikwerda work at the Dutch pension fund APG and serve as the head of hedge funds and alternative alpha and the global head of digital and innovation, respectively. CAIA Association and FDPRead More


Machine learning is not magic—It is just a tool!

Mar 20th, 2020 | Filed under: Algorithmic and high-frequency trading, Newly Added, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Business News, Machine Learning, Other Topics in A.I.

Keith Black, PhD, CFA, CAIA, FDP, Managing Director of Content Strategy, CAIA Association “Building your dream has to start now There’s no other road to take You won’t make a mistake I’ll be guiding you You have to believe we are magic Nothin’ can stand in our way” – OliviaRead More


Artificial Intelligence and the Cambrian Explosion

Mar 17th, 2020 | Filed under: Algorithmic and high-frequency trading, Newly Added, Business News, The A.I. Industry, Machine Learning, Other Topics in A.I.

Three scholars affiliated with University College London have posted a paper on the dangers that increasingly sophisticated algorithms pose for markets, employing a fascinating analogy from paleontology. But we begin with their big picture. The authors are concerned that in the near future an “ecology of trading algorithms across differentRead More


Are the Robots Really Taking Over?

Mar 5th, 2020 | Filed under: Newly Added, Fintech, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Asset Allocation Models, Machine Learning, Hedge Funds, Allocating to A.I., Other Topics in A.I.

By Aaron Filbeck, CFA, CAIA, CIPM, Associate Director, Content Development at CAIA Association Excerpted from the Alternative Investment Analyst Review, Volume 8, Issue 3 The Alternative Investment Analyst Review is the official publication of the CAIA Association.  Access to the most current issue is an exclusive benefit of CAIA Membership whileRead More


A Walk Through the Forest with Joe Simonian

Mar 4th, 2020 | Filed under: Newly Added, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Machine Learning, Other Topics in A.I.

What Does Machine Learning Have to do with Fama and French? By Keith Black, PhD, CFA, CAIA, FDP, Managing Director, CAIA Association “I went to the woods because I wished to live deliberately, to front only the essential facts of life, and see if I could not learn what itRead More


In the room where it happens: An investigation of the potential of regulatory technology

Feb 26th, 2020 | Filed under: Newly Added, Technology, Artificial Intelligence, CAIA Alternative Viewpoints, Machine Learning

Keith Black, PhD, CFA, CAIA, FDP, Managing Director of Content Strategy at CAIA Association Do you want to be in the room where it happens, when “The Smartest Guys in the Room”* are plotting their fraud and trying to prevent the demise of Enron? Look around at how lucky weRead More


Beyond the Meat; Beyond the Traditional

Feb 6th, 2020 | Filed under: Private Equity, Newly Added, Equity Types of Private Equity, CAIA Alternative Viewpoints, ESG, Hedge Funds, Private Investments, Allocating to A.I., Other Topics in A.I.

By Aaron Filbeck, CFA, CAIA, CIPM, Associate Director, Content Development at CAIA Association Building the Burger I love when our industry uses analogies to describe investment concepts, so I must applaud one of the introductory pieces to JPMorgan’s 2020 Global Alternatives Outlook. In their introduction to the report, the authorsRead More


Taleb: What Size Tail Does the Smart Money Bet On?

Jan 28th, 2020 | Filed under: Financial Economics Theory, Newly Added, Risk management, Behavioral finance, The A.I. Industry, Risk Management Strategies & Processes, Machine Learning, Finance & Economics, Other Topics in A.I.

Statistician/philosopher Nassim Nicholas Taleb critiques “behavioral” economics and finance as he looks at the differences between “binary forecasts” and “real world payoffs,” in a recent paper for the International Journal of Forecasting. Much of the argument will be familiar to those who have some acquaintance with Taleb’s work as itRead More


False Positives and Machine Learning

Jan 23rd, 2020 | Filed under: CTA, Newly Added, Alternative data, Fintech, Risk management, Technology, Artificial Intelligence, Alternative Investments in Context, The A.I. Industry, Risk Management Strategies & Processes, Machine Learning, Hedge Funds, Other Topics in A.I.

There is a high rate of failure among quant funds. These include smart beta, factor investing, statistical arbitrage, and CTAs. Such false positive strategies are a widespread industry problem. Since psychiatrists have long traded on the ability of the human mind to find an elaborate narrative in a random inkRead More


Start Your Algorithms: Speed is Good Again, or is it?

Dec 30th, 2019 | Filed under: Algorithmic and high-frequency trading, Hedge Fund Strategies, Newly Added, Fintech, Alpha Strategies, Technology, Artificial Intelligence, Business News, The A.I. Industry, Hedge Funds

Until the final days of 2019, it has been a quiet year for high-frequency trading-related news. The whole concept of a trade executed in nanoseconds, and the related concept of a trading program managed with only sporadic human intervention or oversight, have all faded into background assumptions. What remains isRead More


Machine Learning: Beyond the Fear of Unknown Unknowns

Nov 17th, 2019 | Filed under: Algorithmic and high-frequency trading, Equity Hedge Funds, Newly Added, Alpha Strategies, Event-Driven Hedge Funds, Technology, Artificial Intelligence, Business News, The A.I. Industry, Macro and Managed Futures Funds, Hedge Funds, Other Topics in A.I.

Machine learning as a way of managing a portfolio is a “wave of the future” with a lot of sea to cover before it breaks on the shore. Meson Capital Partners has sent its investors an update and summary for 2019 Q3 regarding its managed market neutral fund, and thisRead More


Are Data Scientists the ‘New’ Rockstars?

Mar 21st, 2019 | Filed under: Newly Added, Alternative data, Technology, Operations, The A.I. Industry, Risk Management & Operations

Daniel Hill, a research analyst for the global equity team at William Blair, has written an insightful piece about the hot competition for data scientists underway in the alpha-seeking world today.  Hill begins with the observation that there are lots of different buzzwords, hashtag-worthy words and phrases, at use inRead More


The Efficiency of the Markets in Crypto-Currencies

Jun 28th, 2018 | Filed under: Currencies, Financial Economics Theory, Newly Added, The Global Economy & Currencies, Digital currencies, Emerging Alternative Investments, Finance & Economics

Three scholars affiliated with Johns Hopkins have evaluated cryptocurrency investing, in a new paper available at SSRN, and have concluded that “near-term cryptocurrency markets are semi-strong form efficient.” That bit of finance theorist jargon means that all publicly available information gets discounted quickly into an asset’s price, so that neitherRead More


The Quants, the Algorithms, and the Performance

Mar 18th, 2018 | Filed under: Alpha & Beta, Newly Added, Benchmarking & Performance Attribution, Hedge Funds, Allocating to A.I.

A new paper by J.B. Heaton, forthcoming in the Journal of Financial Transformation, offers a skeptical view of the algorithmic trading of securities, its actuality and its potential. Heaton is a lawyer (admitted to the bars of both Illinois and New York) and has a Ph.D. in finance, University ofRead More


Deloitte on the 2018 Outlook for Managers

Dec 29th, 2017 | Filed under: Hedge Fund Industry Trends, Newly Added, The A.I. Industry, Structure of the Hedge Funds Industry

A new Deloitte report on the year ahead says that 2018, globally, “could be the year that records the highest average [mergers and acquisitions] deal value” for the investment manager sector. Also, this will be a big year for artificial intelligence and machine-learning algorithms; Deloitte predicts that 70% of newRead More


Artificial Intelligence and Productivity: NBER Takes a Look

Nov 21st, 2017 | Filed under: Newly Added, The Global Economy & Currencies, Business News, Macroeconomics, Finance & Economics

A new working paper from the National Bureau of Economic Research, in Cambridge, Mass., discusses what its authors see as a paradox: although artificial intelligence has made astonishing advances in the last 20 years, taking along with it related technologies and stock prices, real income has stagnated, and productivity seemsRead More