首页> 外文会议>2013 Proceedings of PICMET '13: Technology Management in the IT-Driven Services >Technology forecasting of digital single-lens reflex camera market: The impact of segmentation in TFDEA
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Technology forecasting of digital single-lens reflex camera market: The impact of segmentation in TFDEA

机译:数码单反相机市场的技术预测:细分对TFDEA的影响

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摘要

With the advancement of digital image technology, the big change in the camera market is that digital single-lens reflex cameras (DSLRs) have replaced film type single-lens reflex cameras, which have seen very little development lately. This advancement is reflected in some core technologies of DSLRs such as digital image sensors and electronic shutter mechanisms, which have allowed taking photographs even in the toughest conditions. Therefore, as a disruptive technology, the developments in DSLR technologies are worthy of notice. This paper utilizes technology forecast using data envelopment analysis (TFDEA), which is a quantitative forecasting method. In the study, we use input and output data collected from about a hundred DSLRs of the top five currently dominant brands such as Canon, Nikon, Sony, Pentax and Olympus. Final results show future DSLRs' capabilities and provide insight that TFDEA, as a forecasting method, can be applicable to determine market trends of consumer electronics as well as technologies. Furthermore, the results showed that market segmentation provided more reliable and accurate results with lower mean absolute deviation (MAD) value while all camera market approach provided less accurate results with a high standard deviation or MAD value.
机译:随着数字图像技术的发展,相机市场的巨大变化是数字单镜头反光相机(DSLR)取代了胶片型单镜头反光相机,而近来发展很少。这种进步体现在数码单反相机的一些核心技术上,例如数字图像传感器和电子快门机制,即使在最恶劣的条件下也可以拍照。因此,作为一种破坏性技术,DSLR技术的发展值得关注。本文利用数据包络分析(TFDEA)进行技术预测,这是一种定量预测方法。在这项研究中,我们使用从佳能,尼康,索尼,宾得和奥林巴斯等五个当前占主导地位的品牌的大约一百个数码单反相机中收集的输入和输出数据。最终结果表明了未来数码单反相机的功能,并提供了洞察力,TFDEA作为一种预测方法,可用于确定消费电子产品和技术的市场趋势。此外,结果表明,市场细分提供了更可靠,更准确的结果,而平均绝对偏差(MAD)值却较低,而所有相机市场方法提供的准确度却较低,而标准偏差或MAD值却很高。

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