Search Results for author: Takayuki Mizuno

Found 5 papers, 0 papers with code

Generating Individual Trajectories Using GPT-2 Trained from Scratch on Encoded Spatiotemporal Data

no code implementations14 Aug 2023 Taizo Horikomi, Shouji Fujimoto, Atushi Ishikawa, Takayuki Mizuno

We encapsulate an individual daily trajectory as a sequence of tokens by adding unique time interval tokens to the location tokens.

Language Modelling

Composite distributions in the social sciences: A comparative empirical study of firms' sales distribution for France, Germany, Italy, Japan, South Korea, and Spain

no code implementations20 Jan 2023 Arturo Ramos, Till Massing, Atushi Ishikawa, Shouji Fujimoto, Takayuki Mizuno

We study 17 different statistical distributions for sizes obtained {}from the classical and recent literature to describe a relevant variable in the social sciences and Economics, namely the firms' sales distribution in six countries over an ample period.

High quality topic extraction from business news explains abnormal financial market volatility

no code implementations23 Oct 2012 Ryohei Hisano, Didier Sornette, Takayuki Mizuno, Takaaki Ohnishi, Tsutomu Watanabe

We show that the whole landscape of news that affect stock price movements can be automatically summarized via simple regularized regressions between trading activity and news information pieces decomposed, with the help of simple topic modeling techniques, into their "thematic" features.

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