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Use the Data Given Below to Answer the Following Questions)

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Use the data given below to answer the following questions) .
The table below provides the sales data for JD Inc. for the year 1998. Given: α = 0.2, β = 0.15, and γ = 0.05 Hint: Use an additive Holt-Winters model.)  Umbrella Sales of JD Inc.  Year  Month  Units 1 Jan 39801 Feb 40001 Mar 47401 April 47201 May 49201 Jul 51401 July 46401 Aug 45201 Sep 44801 Oct 46901 Nov 42101 Dec 44182 Jan 43802 Feb 44002 Mar 51402 April 51202 May 53202 JuI 55402 July 50402 Aug 49202 sep 48802 Oct 50902 Nov 46102 Dec 4818\begin{array}{l}\text { Umbrella Sales of JD Inc. }\\\begin{array} { | c | c | c| } \hline \text { Year } & \text { Month } & \text { Units } \\\hline 1 & \text { Jan } & 3980 \\\hline 1 & \text { Feb } & 4000 \\\hline 1 & \text { Mar } & 4740 \\\hline 1 & \text { April } & 4720 \\\hline 1 & \text { May } & 4920 \\\hline 1 & \text { Jul } & 5140 \\\hline 1 & \text { July } & 4640 \\\hline 1 & \text { Aug } & 4520 \\\hline 1 & \text { Sep } & 4480 \\\hline 1 & \text { Oct } & 4690 \\\hline 1 & \text { Nov } & 4210 \\\hline 1 & \text { Dec } & 4418 \\\hline 2 & \text { Jan } & 4380 \\\hline 2 & \text { Feb } & 4400 \\\hline 2 & \text { Mar } & 5140 \\\hline 2 & \text { April } & 5120 \\\hline 2 & \text { May } & 5320 \\\hline 2 & \text { JuI } & 5540 \\\hline 2 & \text { July } & 5040 \\\hline 2 & \text { Aug } & 4920 \\\hline 2 & \text { sep } & 4880 \\\hline 2 & \text { Oct } & 5090 \\\hline 2 & \text { Nov } & 4610 \\\hline 2 & \text { Dec } & 4818 \\\hline\end{array}\end{array}
-Using an appropriate Holt-Winters trend model, calculate the value of the mean absolute percentage error for the given data.


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Constructivism

A philosophy of learning and understanding that posits knowledge is constructed by the learner based on their personal experiences and hypotheses about the world.

Structuralism/poststructuralism

Intellectual movements in philosophy and sociology focusing on human culture and psyche; structuralism emphasizes the overarching structures shaping human experience, while poststructuralism questions these structures’ stability and coherence.

Systemic Treatment Selection

The process of choosing interventions based on an understanding of the relationships, patterns, and dynamics within an individual's surrounding system.

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Theoretical integration in psychotherapy refers to the practice of combining concepts from different theoretical frameworks to enhance the understanding and treatment of clients.

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