[1] Machine learning based similarity measure to forecast M&A from patent data基于机器学习的相似性测度从专利数据预测并购来源:ARXIV_20240411[2] Detection of financial opportunities in micro blogging data with a stacked classification system利用堆叠分类系统检测微博数据中的金融机会来源:ARXIV_20240412[3] Unveiling the Impact of Macroeconomic Policies揭示宏观经济政策的影响来源:ARXIV_20240412[4] Predicting Mergers and Acquisitions in Competitive Industries竞争行业并购预测来源:ARXIV_20240412
[1] Machine learning based similarity measure to forecast M&A from patent data
标题:基于机器学习的相似性测度从专利数据预测并购作者:Giambattista Albora, Matteo Straccamore, Andrea Zaccaria来源:ARXIV_20240411Abstract : Defining and finalizing Mergers and Acquisitions (M&A) requires complex human skills, which makes it very hard to automatically find the best partner or predict which firms will make a deal. In this work, we propose the MASS algorithm, a specifically designed measure of similarity between companies and we apply it to patenting activity data to forecast M&A deals. MASS is based......(摘要翻译及全文见知识星球)Keywords :
[2] Detection of financial opportunities in micro blogging data with a stacked classification system
标题:利用堆叠分类系统检测微博数据中的金融机会作者:Francisco de Arriba-Pérez, Silvia García-Méndez, José A. Regueiro-Janeiro, Francisco J. González-Castaño来源:ARXIV_20240412Abstract : Micro blogging sources such as the Twitter social network provide valuable real time data for market prediction models. Investors opinions in this network follow the fluctuations of the stock markets and often include educated speculations on market opportunities that may have impact on the actions of other investors. In view of this, we propose a novel system to detect positive......(摘要翻译及全文见知识星球)Keywords :
[3] Unveiling the Impact of Macroeconomic Policies
标题:揭示宏观经济政策的影响作者:Anoop Kumar, Suresh Dodda, Navin Kamuni, Rajeev Kumar Arora来源:ARXIV_20240412Abstract : This study examines the effects of macroeconomic policies on financial markets using a novel approach that combines Machine Learning (ML) techniques and causal inference. It focuses on the effect of interest rate changes made by the US Federal Reserve System (FRS) on the returns of fixed income and equity funds between January 1986 and December 2021. The analysis makes a distinction......(摘要翻译及全文见知识星球)Keywords :
[4] Predicting Mergers and Acquisitions in Competitive Industries
标题:竞争行业并购预测作者:Dayu Yang来源:ARXIV_20240412
Abstract : M&A activities are pivotal for market consolidation, enabling firms to augment market power through strategic complementarities. Existing research often overlooks the peer effect, the mutual influence of M&A behaviors among firms, and fails to capture complex interdependencies within industry networks. Common approaches suffer from reliance on ad hoc feature engineering, data truncation leading to significant information loss, reduced predictive accuracy, and......(摘要翻译及全文见知识星球)Keywords :
