Time series forecasting has become a critical task due to its high practicality in real-world applications such as traffic, energy consumption, economics and finance,anddiseaseanalysis.

Doctors look at an analysis of cellular data as part of their research into using artificial intelligence to repurpose existing drugs to fight rare diseases, in Philadelphia, Pennsylvania, in February 2025. There is concern some apps that claim to offer medical guidance may not have an adequate data set to accurately asses information their users submit. Artificial intelligence is shaking up industries from software and law to entertainment and education. And as physicians like Dr. Cem Aksoy are learning, it's posing special challenges in medicine as patients tap the technology for advice. Aksoy, a medical resident at a hospital in Ankara, Turkey, says an 18-year-old patient and his family recently panicked after the young man was diagnosed with a cancerous tumor on his left leg.

Assuming that small spatial structures are more-or-less consistent across these measurements, these methods project to a local low-rank approximation of the data [37,31].

Charles Ojiambo Mutoka, 72, with portraits of his son Oscar, who he learned was killed in August, during a press conference where relatives of conscripts demanded urgent government action to repatriate their kin, in Nairobi on Jan. 27 | AFP-JIJI Nairobi - The scars on Victor's forearm remind him constantly of the day a Ukrainian drone attacked him after he was forcibly conscripted, like hundreds of young Kenyans, into the Russian military. It was a war that had nothing to do with him and which he was exceptionally lucky to survive. Four Kenyans -- Victor, Mark, Erik and Moses -- recounted the web of deception that took them to the killing fields of Ukraine. Their names have been changed for fear of reprisals. In a time of both misinformation and too much information, quality journalism is more crucial than ever.