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Defining Redundancy and Relevancy in Feature Selection Through a Comprehensive Information-Theoretic Approach Utilizing (Partial) Information Decomposition

by instadatahelp | Sep 6, 2023 | AI Blogs

A Comprehensive Definition of Redundancy and Relevance in Feature Selection Based on Information Decomposition Patricia Wollstadt, Sebastian Schmitt, Michael Wibral; 24(131):1−44, 2023. Abstract In machine learning and statistics, the selection of a minimal set of...
Automated Cryptocurrency Trading: An Ensemble Approach using Deep Reinforcement Learning

Automated Cryptocurrency Trading: An Ensemble Approach using Deep Reinforcement Learning

by instadatahelp | Sep 6, 2023 | AI Blogs

We present a new approach to enhance the performance of trading strategies developed through deep reinforcement learning algorithms in the highly unpredictable environment of intraday cryptocurrency portfolio trading. Our method involves using an ensemble technique to...

The Influence of Distance and Kernel Measures on Conditional Dependence

by instadatahelp | Sep 6, 2023 | AI Blogs

On the Relationship Between Distance and Kernel Measures of Conditional Dependence Tianhong Sheng, Bharath K. Sriperumbudur; 24(7):1−16, 2023. Abstract Measuring conditional dependence is a crucial task in statistical inference and plays a fundamental role in various...
Automated Cryptocurrency Trading: An Ensemble Approach using Deep Reinforcement Learning

Using exogenous variables and machine learning algorithms to forecast short-term stock prices.

by instadatahelp | Sep 6, 2023 | AI Blogs

In the realm of finance, accurately predicting stock market trends has always been a formidable challenge. However, with the emergence of machine learning as a powerful tool for forecasting, this research paper undertakes a comparative analysis of four machine...

Applying Generalized Linear Models to Public Data in Non-interactive Local Differential Privacy

by instadatahelp | Sep 6, 2023 | AI Blogs

Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data Di Wang, Lijie Hu, Huanyu Zhang, Marco Gaboardi, Jinhui Xu; 24(132):1−57, 2023. Abstract This paper examines the estimation of smooth Generalized Linear Models (GLMs) in the...

Applications of Random Graph Homomorphisms Sampling in Network Data Analysis

by instadatahelp | Sep 6, 2023 | AI Blogs

Sampling Random Graph Homomorphisms and Its Applications in Network Data Analysis Hanbaek Lyu, Facundo Memoli, David Sivakoff; 24(9):1−79, 2023. Abstract A graph homomorphism refers to a mapping between two graphs that preserves adjacency relations. This study focuses...
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