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เลขหมู่ |
HA30.6 .S662 2020 | ชื่อเรื่อง |
Spatial analysis using big data : methods and urban applications / edited by Yoshiki Yamagata, Hajime Seya. | ISBN |
9780128131275 | รูปเล่ม |
xvii, 284 pages : illustrations (some color) ; 23 cm. | หมายเหตุ |
Contents: Introduction / Yoshiki Yamagata and Hajime Seya -- Mathematical preparation / Hajime Seya and Yoshiki Yamagata -- Global and local indicators of spatial associations / Hajime Seya -- Geostatistics and Gaussian process models / Daisuke Murakami, Yoshiki Yamagata, and Toshihiro Hirano -- Spatial econometric models / Hajime Seya, Takahiro Yoshida, and Yashiki Yamagata -- Models in quantitative geography / Daisuke Murakami and Yoshiki Yamagata -- Implementation in R languages / Takahiro Yoshida and Daisuke Murakami -- Spaital heat-wave assessments using geotagged Twitter data / Daisuke Murakami and Yoshiki Yamagata -- Evaluating walkability using mobile GPS data / Yoshiki Yamagata, Daisuke Murakami, and Takahiro Yoshida -- Spatial scenario creation based on downscale methods / Daisuke Murakami and Yoshiki Yamagata -- Quasi realt-time energy use estimation using Google^'s Popular Times data / Takahiro Yoshida and Yoshiki Yamagata. | หมายเหตุ |
Summary: Spatial Analysis Using Big Data: Methods and Urban Applications helps readers understand the most powerful, state-of-the-art spatial econometric methods, focusing particularly on urban research problems. The methods represent a cluster of potentially transformational socio-economic modeling tools that allow researchers to capture real-time and high-resolution information to potentially reveal new socioeconomic dynamics within urban populations. Each method, written by leading exponents of the discipline, uses real-time urban big data to solve research problems in spatial science. Urban applications of these methods are provided in unsurpassed depth, with chapters on surface temperature mapping, view value analysis, community clustering and spatial-social networks, among many others. | หัวเรื่อง |
Spatial analysis (Statistics) --Data processing. | หัวเรื่อง |
Urban geography --Data processing. | หัวเรื่อง |
Big data. | หัวเรื่อง |
Big data. | หัวเรื่อง |
Spatial analysis (Statistics) --Data processing. | หัวเรื่อง |
Urban geography --Data processing. | ผู้แต่งร่วม |
Yamagata, Yoshiki, editor. | ผู้แต่งร่วม |
Seya, Hajime, editor. |
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