Vectorspace AI is a machine learning and financial informatics company providing alternative datasets and a 'feature engineering' platform.
We build datasets and augment existing datasets with additional 'signal' for the purpose ofShow more [+] minimizing a loss function. We do this by generating context-controlled correlation matrices. The correlation scores are derived from machine & human language processed in vector space via labeled embeddings (LBNL 2005, Google 2010).
Surge in number of ‘extremely productive’ authors concerns scientists
The number of researchers publishing over 60 papers a year has quadrupled in the past decade, with Saudi Arabia and Thailand experiencing the most significant increases. This surge raises concerns about questionable research practices and potential fraud. The growth is most prominent in clinical medicine, with agriculture, fisheries, and forestry exhibiting the fastest expansion in extremely productive researchers. Some attribute this trend to changes in research funding and incentives, while others worry about the implications for research quality. Authorities in Thailand are investigating researchers with unusually prolific publication records and cases of suspected authorship fraud.