e-ISSN: Pending
Failed Experiment ReportOpen accessEconomics, Econometrics and Finance· cited by 11

Optimal Markowitz portfolio using returns forecasted with time series and machine learning models

Damian Ślusarczyk; Robert Ślepaczuk · 2025 · Journal Of Big Data

WASTE classifies this as Failed Experiment Report · AI classification, approximate

An experimental approach did not work as intended — learn what to avoid before investing the same effort.

Abstract (excerpt)

We aim to answer whether using forecasted stock returns based on machine learning and time series models in a mean-variance portfolio framework yields better results than relying on historical returns. Nevertheless, the problem of…

Excerpt shown for reference under fair use — read the full paper at the publisher.

About to run something similar?

Run an AI Precheck on your own design to catch failure modes like this one before you spend the time. Your first desk check is free.

WASTE indexes this work — it does not host or republish it. Failure-type classification is automated and approximate.

Metadata source: OpenAlex · DOI 10.1186/s40537-025-01164-z