利用SenticNet分析X平台情绪趋势:与加密货币价格的比较分析
Analyzing Emotional Trends from X platform using SenticNet: A Comparative Analysis with Cryptocurrency Price
AI总结:
本研究利用SenticNet分析X平台情绪趋势,并与五种加密货币价格进行双周区间比较,发现情绪与币值存在显著相关性。
摘要:
本研究深入探讨了2022年10月至2023年3月期间,来自X平台数据的情绪趋势与知名加密货币Cardano、Binance、Fantom、Matic和Ripple市场动态之间的关系。利用SenticNet,我们识别了诸如恐惧与焦虑、愤怒与暴怒、悲伤与哀痛、愉悦与舒适、热情与渴望以及愉悦与喜悦等情绪。在数据提取之后,我们将每个月划分为双周区间,并对从Finance-Yahoo获取的价格数据重复了这一过程。随后进行了比较分析,建立了双周区间内观察到的情绪趋势与加密货币价格之间的联系,揭示了情绪情感与代币估值之间的显著相关性。
英文摘要:
This study delves into the relationship between emotional trends from X platform data and the market dynamics of well-known cryptocurrencies Cardano, Binance, Fantom, Matic, and Ripple over the period from October 2022 to March 2023. Leveraging SenticNet, we identified emotions like Fear and Anxiety, Rage and Anger, Grief and Sadness, Delight and Pleasantness, Enthusiasm and Eagerness, and Delight and Joy. Following data extraction, we segmented each month into bi-weekly intervals, replicating this process for price data obtained from Finance-Yahoo. Consequently, a comparative analysis was conducted, establishing connections between emotional trends observed across bi-weekly intervals and cryptocurrency prices, uncovering significant correlations between emotional sentiments and coin valuations.
机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。