Machine Learning Approaches to Forecast the Realized Volatility of Crude Oil Prices
ABSTRACT This paper presents an evaluation of the accuracy of machine learning (ML) techniques in forecasting the realized volatility of West Texas Intermediate (WTI) crude oil prices. We compare several ML algorithms, including regularization, regression trees, random forests, and neural networks, to several heterogeneous autoregressive (HAR) models ...
Talha Omer +3 more
wiley +1 more source
Effects of Caseworker Screening on Employment and Health: Quasi-Experimental Evidence From the Swedish Sickness Insurance Program. [PDF]
Hägglund P, Johansson P, Persson K.
europepmc +1 more source
Random Integrated Subdata Ensemble Method for Key Variable Selection in Rare Event Setting
ABSTRACT We propose a general variable selection procedure to identify key input variables by applying elastic net regression to representative subdata in place of the full sample to select variables. We combine the lists of selected variables from each subdata through ensemble techniques, using the frequency of selecting the variable across different ...
Ching‐Chi Yang +3 more
wiley +1 more source
Can IFRS adoption mitigate earnings management in an emerging market? [PDF]
Mohamed Amer AM +2 more
europepmc +1 more source
The Case of Fleeting Orders and Flickering Quotes
ABSTRACT The literature controversially discusses the ambiguous motives and driving forces behind quickly cancelled limit orders (fleeting orders), which are characteristic of high‐frequency markets. In particular, manipulative and dysfunctional characteristics are feared. We analyze top‐of‐book fleeting orders—so‐called flickering quotes—and show with
Markus Ulze +2 more
wiley +1 more source
A Progressive Ratio Task with Costly Resets Reveals Adaptive Effort-Delay Trade-Offs. [PDF]
Rivera ZMG +5 more
europepmc +1 more source
Valuation of science and technology innovation enterprises based on XGBoost-GA-BP neural network model. [PDF]
Shen C, Xiang L, Wang W.
europepmc +1 more source
The impact of standards adoptions in earnings-returns relation: evidence from EU
openaire +2 more sources
Comparing Survey and Administrative Measures of Self-Employment Income: New Implications from the Health and Retirement Study. [PDF]
Abramowitz J.
europepmc +1 more source

