Representing, Visualizing, and Modeling Online Auction Data

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Release : 2007
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Representing, Visualizing, and Modeling Online Auction Data - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Representing, Visualizing, and Modeling Online Auction Data write by Valerie Hyde. This book was released on 2007. Representing, Visualizing, and Modeling Online Auction Data available in PDF, EPUB and Kindle.

Modeling Online Auctions

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Release : 2010-12-01
Genre : Mathematics
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Book Rating : 865/5 ( reviews)

Modeling Online Auctions - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Modeling Online Auctions write by Wolfgang Jank. This book was released on 2010-12-01. Modeling Online Auctions available in PDF, EPUB and Kindle. Explore cutting-edge statistical methodologies for collecting, analyzing, and modeling online auction data Online auctions are an increasingly important marketplace, as the new mechanisms and formats underlying these auctions have enabled the capturing and recording of large amounts of bidding data that are used to make important business decisions. As a result, new statistical ideas and innovation are needed to understand bidders, sellers, and prices. Combining methodologies from the fields of statistics, data mining, information systems, and economics, Modeling Online Auctions introduces a new approach to identifying obstacles and asking new questions using online auction data. The authors draw upon their extensive experience to introduce the latest methods for extracting new knowledge from online auction data. Rather than approach the topic from the traditional game-theoretic perspective, the book treats the online auction mechanism as a data generator, outlining methods to collect, explore, model, and forecast data. Topics covered include: Data collection methods for online auctions and related issues that arise in drawing data samples from a Web site Models for bidder and bid arrivals, treating the different approaches for exploring bidder-seller networks Data exploration, such as integration of time series and cross-sectional information; curve clustering; semi-continuous data structures; and data hierarchies The use of functional regression as well as functional differential equation models, spatial models, and stochastic models for capturing relationships in auction data Specialized methods and models for forecasting auction prices and their applications in automated bidding decision rule systems Throughout the book, R and MATLAB software are used for illustrating the discussed techniques. In addition, a related Web site features many of the book's datasets and R and MATLAB code that allow readers to replicate the analyses and learn new methods to apply to their own research. Modeling Online Auctions is a valuable book for graduate-level courses on data mining and applied regression analysis. It is also a one-of-a-kind reference for researchers in the fields of statistics, information systems, business, and marketing who work with electronic data and are looking for new approaches for understanding online auctions and processes. Visit this book's companion website by clicking here

Modeling Online Art Auction Dynamics Using Functional Data Analysis

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Release : 2020
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Modeling Online Art Auction Dynamics Using Functional Data Analysis - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Modeling Online Art Auction Dynamics Using Functional Data Analysis write by Srinivas K. Reddy. This book was released on 2020. Modeling Online Art Auction Dynamics Using Functional Data Analysis available in PDF, EPUB and Kindle. In this paper, we examine the price dynamics of online art auctions of Modern Indian Art using Functional Data Analysis. The purpose here is not just to understand what determines the final prices of art objects but also the price movement during the entire auction. We identify several factors such as artist characteristics (established or emerging artist; prior sales history), art characteristics (size; painting medium - canvas or paper), competition characteristics (current no. of bidders; current no. of bids) and auction design characteristics (opening bid; position of the lot in the auction) that explain the dynamics of price movement in an online art auction. We find that the effects on price vary over the duration of the auction, with some of these effects being stronger at the beginning of the auction (such as the opening bid and historical prices realized). In some cases, the rate of change in prices (velocity) increases at the end of the auction (for canvas paintings and paintings by established artists). Our analysis suggests that the opening bid is positively related to online auction price levels of art at the beginning of the auction but its effect declines towards the end of the auction. The order in which the lots appear in an art auction is negatively related to the current price level with this relationship decreasing towards the end of the auction. This implies that lots that appear earlier have higher current prices during the early part of the auction but that effect diminishes by the end of the auction. Established artists show a positive relationship with the price level at the beginning of the auction. Reputation or popularity of the artists and their investment potential as assessed by previous history of sales are positively related to the price levels at the beginning of the auction. The medium (canvas or paper) of the painting did not show any relationship with art auction price levels, but the size of the painting was negatively related to the current price during the early part of the auction. Important implications for auction design are drawn from the analysis.

Exploring and Modeling Online Auctions Using Functional Data Analysis

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Release : 2007
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Exploring and Modeling Online Auctions Using Functional Data Analysis - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Exploring and Modeling Online Auctions Using Functional Data Analysis write by Shanshan Wang. This book was released on 2007. Exploring and Modeling Online Auctions Using Functional Data Analysis available in PDF, EPUB and Kindle.

Handbook of Data Visualization

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Release : 2007-12-18
Genre : Computers
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Book Rating : 372/5 ( reviews)

Handbook of Data Visualization - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Handbook of Data Visualization write by Chun-houh Chen. This book was released on 2007-12-18. Handbook of Data Visualization available in PDF, EPUB and Kindle. Visualizing the data is an essential part of any data analysis. Modern computing developments have led to big improvements in graphic capabilities and there are many new possibilities for data displays. This book gives an overview of modern data visualization methods, both in theory and practice. It details modern graphical tools such as mosaic plots, parallel coordinate plots, and linked views. Coverage also examines graphical methodology for particular areas of statistics, for example Bayesian analysis, genomic data and cluster analysis, as well software for graphics.