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Uncovering Hidden Patterns: Time Series Analysis Techniques

Time series data, which comprises observations collected over sequential time intervals, is ubiquitous in various fields like finance, economics, climate ....

Recurrent Neural Networks Rnns , Time Series , Defining Time Series , Time Series Data , Moving Averages , Exponential Smoothing , Decomposition Components , Integrated Moving Average , Parameter Selection , Frequency Domain Analysis , Spectral Analysis , Supervised Learning Approaches , Recurrent Neural Networks , Statistical Methods , Machine Learning Based Approaches , Isolation Forest , Performance Metrics , Mean Absolute Error , Root Mean Squared Error , Cross Validation Techniques ,

Study suggests measurement bias in common child behavior assessment tool

Study suggests measurement bias in common child behavior assessment tool
medicalxpress.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from medicalxpress.com Daily Mail and Mail on Sunday newspapers.

United States , San Francisco , Child Health Outcomes , University Of California , Standardized Root Mean Squared Residual , Root Mean Squared Error , Child Behavior Checklist , Shuting Zheng ,

How accurate can lease-to-well production allocation be?

A seemingly simple question: how much did a Texas well produce? A question fundamental to oil & gas analytics, yet difficult to answer due to the problem of lease-to-well allocation. In contrast to most states in the US, operators in Texas report oil & gas production not on well level but on lease level. A lease is comprised of a group of wells in a similar geographic area, ....

United States , Commission Of Texas , Novi Data Network , Rail Road Commission , Novi Labs , Root Mean Squared Error ,

Using deep neural networks to estimate impacts of work zones

Using deep neural networks to estimate impacts of work zones
miragenews.com - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from miragenews.com Daily Mail and Mail on Sunday newspapers.

University Of Utah , United States , Abbas Rashidi , Ali Hassandokht Mashhadi , Education Center , Utah Department Of Transportation , University Of Texas At Arlington , National Institute For Transportation , University Of Oregon , Portland State University , Transportation Research , Transportation Research Record , Us Department Of Transportation , Oregon Institute Of Technology , University Of Arizona , National Institute , Small Starts , Utah Department , Zone Factors , Root Mean Squared Error , Mean Absolute Error , Estimating Construction Work Zone Capacity , Portland State , Oregon Institute ,

Tracking GDP using Google Trends and machine learning | VOX, CEPR Policy Portal

Zidong An, Prakash Loungani
A pre-requisite for good macroeconomic policymaking is timely information on the current state of the economy, particularly when economic activity is changing rapidly. Given that GDP figures are usually only available on a quarterly basis, and that monthly survey-based indicators (such as the Purchasing Managers’ Indices) can become unreliable when changes in economic activity are abrupt and massive, the current crisis has prompted a search for alternative high frequency indicators of economic activity. The OECD Economic Outlook (OECD 2020), and a recent OECD paper (Woloszko 2020), discuss one such indicator based on Google Trends, which are used to construct a ‘Weekly Tracker’ that provides real-time estimates of GDP growth in 46 economies covering G20, OECD, and OECD partner countries. The OECD Weekly Tracker data are updated on a regular basis and made available on this webpage. ....

France General , United Kingdom , South Africa , Economics Department Working Papers , European Commission , Blavatnik School Of Government , Oxford University , United Kingdom Office For National Statistics , Purchasing Manager Indices , Google Trends , Weekly Tracker , Google Search , Google Flu , Root Mean Squared Error , United Kingdom Office , National Statistics , Response Tracker , Economic Outlook , Predictive Power , Google Searches , Italy Temi , Working Paper , Influenza Epidemics Using Search Engine Query , Blavatnik School , Employment During , Search Behaviour ,