Machine learning for stock selection

KC Rasekhschaffe, RC Jones - Financial Analysts Journal, 2019 - Taylor & Francis
Machine learning is an increasingly important and controversial topic in quantitative finance.
A lively debate persists as to whether machine learning techniques can be practical …

[PDF][PDF] Building portfolios based on machine learning predictions

T Kaczmarek, K Perez - Economic research-Ekonomska istraživanja, 2022 - hrcak.srce.hr
This paper demonstrates that portfolio optimization techniques represented by Markowitz
mean-variance and Hierarchical Risk Parity (HRP) optimizers increase the risk-adjusted …

Machine learning in finance: Major applications, issues, metrics, and future trends

N Almaskati - International Journal of Financial Engineering, 2022 - World Scientific
This paper provides a summary of the current literature related to applying machine learning
algorithms in the field of finance with a focus on three main areas: asset pricing, bankruptcy …

A risk-oriented model for factor timing decisions

KL Miller, H Li, TG Zhou… - Journal of Portfolio …, 2015 - search.proquest.com
Alpha factors are built to perform well over time, on average. There are instances when they
do not, and knowing these instances ex ante can be a significant source of added value for …

Residual Factor Prediction Via Time Series-based Machine Learning

J Chen - Available at SSRN, 2023 - papers.ssrn.com
Abstract Machine Learning algorithms have been widely used and proven effective in
financial markets. In this paper, we introduced a Machine Learning model set trained on the …

Want smart beta? follow the smart money: Market and factor timing using relative sentiment

R Micaletti - Follow the Smart Money: Market and Factor Timing …, 2018 - papers.ssrn.com
We present a real-time, cross-asset, positions-based relative sentiment indicator to predict
the US equity market. Derived from the Commitments of Traders report, the indicator …

[PDF][PDF] Investing with style of styles-and the European evidence

T Glas, C Fieberg, T Poddig - 2017 - efmaefm.org
This paper uses European data only and provides evidence that 3 out of 4 investment styles,
as measured by 11 style proxies in total, exist in large and liquid European data panels …

Combinação de indicadores fundamentalistas de valor/qualidade e aprendizado de máquina em rebalanceamento anual de carteiras

AK Marschall - 2023 - bibliotecadigital.fgv.br
O estudo analisa a possibilidade de integração de estratégias de investimento baseadas
critérios fundamentalistas de valor, qualidade e suas combinações, considerando também a …

Smart Beta Exchange-Traded Funds and Factor Investing

PA Braun - Kellogg School of Management Cases, 2018 - emerald.com
It was early 2015 and executives in iShares' Factor Strategies Group were considering the
launch of a new class of exchange-traded funds (ETFs) called smart beta funds. Specifically …

中国股市风格转换投资盈利性测度

亢苏皖, 程永文 - 科技和产业, 2016 - cqvip.com
为了验证中国股市是否存在小盘股和大盘股择时投资并具预测价值, 通过选取2005 年3
月至2013 年7 月巨潮小盘指数和巨潮大盘指数月度数据和周数据, 采用logit 分类选择模型 …