Statistical Modeling

Using Multivariate Time Series Forecasting with Transformers in Finance

In today’s fast-paced financial world, businesses require accurate and timely financial forecasting to make informed decisions. Multivariate time series forecasting has become a popular technique in finance to predict future values of multiple variables simultaneously. It is a statistical method that models the behavior of several interdependent variables over time, considering the historical data of …

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The Top Multivariate Time Series Anomaly Detection Techniques Every Data Scientist Should Know

Introduction In today’s rapidly changing and highly complex world, anomaly detection has become an increasingly important aspect of data science. In many fields, including finance, cybersecurity, and healthcare, the ability to identify unusual patterns in data is crucial for making informed decisions. Multivariate time series anomaly detection, in particular, is a powerful technique for uncovering …

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