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AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data. (arXiv:2310.20280v2 [cs.LG] UPDATED)
cs.LG updates on arXiv.org arxiv.org
The efficiency of business processes relies on business key performance
indicators (Biz-KPIs), that can be negatively impacted by IT failures. Business
and IT Observability (BizITObs) data fuses both Biz-KPIs and IT event channels
together as multivariate time series data. Forecasting Biz-KPIs in advance can
enhance efficiency and revenue through proactive corrective measures. However,
BizITObs data generally exhibit both useful and noisy inter-channel
interactions between Biz-KPIs and IT events that need to be effectively
decoupled. This leads to suboptimal forecasting performance …
advance arxiv business business processes data efficiency event forecasting it observability key performance indicators kpis multivariate observability observability data performance processes series time series together