give a reply for given a b questions minimum 150 words for each question time series analysis

A:

The performance that is seen to be played by the analysis related to the time series with the outcome of studies is certainly seen to be important as I have analyzed the situation of ANN network that has been used with relating to the time series analysis in the system. The main and important thing that has been done by the time series analysis in the system is managing the method for getting the methods of analyzing the data in the system and developing the data related to time series in the system . The variables that have been used by the author here actually describe the portion of managing the situation with respect to the procedure in the system. This is certainly needed for the betterment of the outcomes in the system. Different models have used different sequences of variables in the system and with the help of that, they could be able to find the situation in a better manner. The analysis of time series actually got the opportunity to utilize the surface in the system to maintain the situation better. The future values could be easily maintained in the system with the help of the time-based analysis.The study type that has been found here is the quantitative as the measurement of the analysis has been done on the basis of the model in a statistical manner. This is actually the situation with which the study has been done in the system. The hybrid model has been done on the basis of the situation and also the time series models in the system. It is the most interesting area for doing research on behalf of the data-driven techniques in the system. The other thing that is seen to be done is the application of ANN for developing the situation with respect to the organization in the system…………(150 words) + 1 reference APA format.

B:

Based on time analysis, it could be effective and applied in the specific areas as highlighted by the given article. Many time series analysis require evenly distributed time series. Meaning that the interval between two consecutive measures has to be constant e. However, in the real life, irregularly distributed time series are quite common: some sensors, to save bandwidth and/ or conserve battery, send their measures only when they notice a change. For this specific reason, time series analysis could be useful in forecasting and determination of irregularities in data patterns.Time series refer to an ordered sequence of values of a variable at equally spaced time intervals. Many phenomena in the modern computing environment are measured in intervals over a period of time. Examples of time series range from corporate business metrics like weekly sales to stock prices to sensors’ measures to monitoring industrial processes . As the world gets more and more connected, instrumented and intelligent, sensors become ubiquitous collecting tens of thousands of measurements every seconds thus leading to an enormous amount of data being produced on a daily basis.The purpose of the article is hence to investigate the different areas where time series analysis could be applied given the increased need of data analytics and need for applying data science concepts in management of big data. For this specific study, the paper does not limit its investigation to only one specific field but relatively takes a diverse approach in formulating the different areas where time series analysis could be applied………..(150 words) + 1 reference APA format.

 

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