Exploratory analysis of spatial and temporal data
Natalia Andrienko
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Exploratory analysis of spatial and temporal data
by Natalia Andrienko, Gennady Andrienko
Published
Aug 23, 2016
Publisher
Springer
Pages
718
ISBN-13
9783662499962
ISBN-10
3662499967
Description
Exploratory data analysis (EDA) is about detecting and describing patterns, trends, and relations in data, motivated by certain purposes of investigation. As something relevant is detected in data, new questions arise, causing specific parts to be viewed in more detail. So EDA has a significant appeal: it involves hypothesis generation rather than mere hypothesis testing. The authors describe in detail and systemize approaches, techniques, and methods for exploring spatial and temporal data in particular. They start by developing a general view of data structures and characteristics and then build on top of this a general task typology, distinguishing between elementary and synoptic tasks. This typology is then applied to the description of existing approaches and technologies, resulting not just in recommendations for choosing methods but in a set of generic procedures for data exploration. Professionals practicing analysis will profit from tested solutions – illustrated in many examples – for reuse in the catalogue of techniques presented. Students and researchers will appreciate the detailed description and classification of exploration techniques, which are not limited to spatial data only. In addition, the general principles and approaches described will be useful for designers of new methods for EDA.
Subjects
Spatial Analysis
Statistical methods for spatial data analysis
Statistical Methods for Geography
Statistical methods for spatio-temporal systems
Spatial Statistics
Spatial Statistics
Frequently Asked Questions
How many pages are in Exploratory analysis of spatial and temporal data?
This edition of Exploratory analysis of spatial and temporal data has approximately 718 pages. Please note, this is an estimate and the exact page count can vary between hardcover, paperback, and e-book versions.
How long does it take to read Exploratory analysis of spatial and temporal data?
For most readers, Exploratory analysis of spatial and temporal data typically takes between 14h 58m and 9h 58m to complete. This is based on the book's length of approximately 179,500 words and common reading speeds.
Here's a detailed breakdown: • Continuous reading at 250 WPM: approximately 11h 58m of focused reading • Casual reading (30 minutes/day): you could finish in roughly 24 days • Estimated word count: 179,500 words
Your individual reading time will vary based on your personal reading pace, the amount of daily reading time, and your familiarity with the subject matter.
What is the word count of Exploratory analysis of spatial and temporal data?
The estimated word count for Exploratory analysis of spatial and temporal data is approximately 179,500 words. This figure is calculated using industry-standard methods that consider genre-specific word density patterns, typical formatting and layout characteristics, and standard words-per-page ratios for published books.
This is an approximation — actual word count may vary based on font size, formatting, edition, and the presence of illustrations or charts.
Who is the author of Exploratory analysis of spatial and temporal data?
Exploratory analysis of spatial and temporal data was written by Natalia Andrienko, Gennady Andrienko.
When was Exploratory analysis of spatial and temporal data published?
The publication date for this specific edition is Aug 23, 2016. The original work may have been published on a different date.