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• Published on: 1997
• Binding: Paperback

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[U368.Ebook] Ebook Practical Guide to Cluster Analysis in R: Unsupervised Machine Learning (Multivariate Analysis) (Volume 1), by Mr. Alboukadel Kassambara

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Although there are several good books on unsupervised machine learning, we felt that many of them are too theoretical. This book provides practical guide to cluster analysis, elegant visualization and interpretation. It contains 5 parts. Part I provides a quick introduction to R and presents required R packages, as well as, data formats and dissimilarity measures for cluster analysis and visualization. Part II covers partitioning clustering methods, which subdivide the data sets into a set of k groups, where k is the number of groups pre-specified by the analyst. Partitioning clustering approaches include: K-means, K-Medoids (PAM) and CLARA algorithms. In Part III, we consider hierarchical clustering method, which is an alternative approach to partitioning clustering. The result of hierarchical clustering is a tree-based representation of the objects called dendrogram. In this part, we describe how to compute, visualize, interpret and compare dendrograms. Part IV describes clustering validation and evaluation strategies, which consists of measuring the goodness of clustering results. Among the chapters covered here, there are: Assessing clustering tendency, Determining the optimal number of clusters, Cluster validation statistics, Choosing the best clustering algorithms and Computing p-value for hierarchical clustering. Part V presents advanced clustering methods, including: Hierarchical k-means clustering, Fuzzy clustering, Model-based clustering and Density-based clustering.

• Sales Rank: #238436 in Books
• Published on: 2017-01-09
• Original language: English
• Dimensions: 10.00" h x .45" w x 8.00" l,
• Binding: Paperback
• 188 pages

About the Author
Alboukadel Kassambara is a PhD in Bioinformatics and Cancer Biology. He works since many years on genomic data analysis and visualization. He created a bioinformatics tool named GenomicScape (www.genomicscape.com) which is an easy-to-use web tool for gene expression data analysis and visualization. He developed also a website called STHDA (Statistical Tools for High-throughput Data Analysis, www.sthda.com/english), which contains many tutorials on data analysis and visualization using R software and packages. He is the author of the R packages survminer (for analyzing and drawing survival curves), ggcorrplot (for drawing correlation matrix using ggplot2) and factoextra (to easily extract and visualize the results of multivariate analysis such PCA, CA, MCA and clustering). You can learn more about these packages at: http://www.sthda.com/english/wiki/r-packages. Recently, he published two books on data visualization: i) Guide to Create Beautiful Graphics in R (at: https://goo.gl/vJ0OYb); 2) Complete Guide to 3D Plots in R (at: https://goo.gl/v5gwl0).

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0 of 0 people found the following review helpful.
GREAT book on cluster analysis in R
By a reader
This is a very practical guide to cluster analysis. The book is an extremely easy and straightforward read which I went through in all of a couple of hours. You will find that you can run every analysis in the book by following the clear, uncluttered programming code. The visualization examples are excellent, as are the discussions of diagnostics for the number of clusters and for assessing cluster tendency There were a couple of topics missing that might improve a second edition: (1) while a chapter on advanced methods covers model-based clustering for metric dependent variables, there is no corresponding coverage of the poLCA package for categorical supervising variables, (2) while the book covers agglomerative hierarchical clustering, it skips divisive hierarchical clustering, available in the package diana.

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• Sales Rank: #7829966 in Books
• Published on: 2010
• Binding: Sheet music

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Includes a 2014 Postscript addressing Occupy Wall Street and other developments. Efforts to secure the American city have life-or-death implications, yet demands for heightened surveillance and security throw into sharp relief timeless questions about the nature of public space, how it is to be used, and under what conditions. Blending historical and geographical analysis, this book examines the vital relationship between struggles over public space and movements for social justice in the United States. Don Mitchell explores how political dissent gains meaning and momentum--and is regulated and policed--in the real, physical spaces of the city. A series of linked cases provides in-depth analyses of early twentieth-century labor demonstrations, the Free Speech Movement and the history of People's Park in Berkeley, contemporary anti-abortion protests, and efforts to remove homeless people from urban streets.

• Sales Rank: #424210 in Books
• Brand: Brand: The Guilford Press
• Published on: 2003-02-24
• Original language: English
• Number of items: 1
• Dimensions: 9.03" h x .67" w x 6.03" l, .80 pounds
• Binding: Paperback
• 270 pages

Features

• Used Book in Good Condition

Review
"In this wide-ranging tour de force, Don Mitchell offers us a rich and geographically grounded exploration of struggles over urban public space. This is scholarship in the best sense of the word: politically engaged, theoretically informed, and powerfully argued. Urban public space emerges not only as a site of brutal and often violent control, but also as a space of liberation and hope. Mitchell shows us that public spaces--the streets and parks of the everyday--matter, and are worth fighting for."--Nicholas K. Blomley, Department of Geography, Simon Fraser University, Burnaby, BC, Canada

"Don Mitchell packs a wallop like the pamphleteering Marx. Polemical, stirring, and angry, this book is required reading for anyone who cares about the fate of our cities and our fragile democracy."--Andy Merrifield, Graduate School of Geography, Clark University

"This provocative work asserts that the right to public space is crucial to advancing the cause of justice. Complex yet comprehensible, the book balances the ideas of legal scholars, cultural theorists, and social scientists with Mitchell's singular voice based on his extensive thinking and research in the area. Mitchell thoughtfully argues that the struggle for rights actually produces public space and thus insists that rights be taken seriously, especially by leftist scholars, as they are central to counteracting exclusionary practices and the pervasive power of the state. This book is especially appropriate for advanced undergraduate and graduate courses on the city."--Sallie A. Marston, Department of Geography and Regional Development, University of Arizona

About the Author
Don Mitchell, PhD, is Distinguished Professor of Geography at Syracuse University. After receiving his PhD in 1992 from Rutgers University, he taught at the University of Colorado before moving to Syracuse. He is the author, most recently, of The People's Property?: Power, Politics, and the Public, with Lynn Staeheli (2008), and They Saved the Crops: Landscape, Labor, and the Struggle for Industrial Farming in Bracero-Era California (2012). Dr. Mitchell is a recipient of MacArthur, Fulbright, and Guggenheim Fellowships. He was the founder of the People's Geography Project and serves on the advisory board of Syracuse Community Geography.

Excerpt. � Reprinted by permission. All rights reserved.
Contents

Introduction. The Fight for Public Space: What Has Changed?
Chapter 1. To Go Again to Hyde Park: Public Space, Rights, and Social Justice
Chapter 2. Making Dissent Safe for Democracy: Violence, Order, and the Legal Geography of Public Space
Chapter 3. From Free Speech to People's Park: Locational Conflict and the Right to
the City
Chapter 4. The End of Public Space?: People's Park, the Public, and the Right to the City
Chapter 5. The Annihilation of Space by Law: Anti-Homeless Laws and the
Shrinking Landscape of Rights
Chapter 6. No Right to the City: Anti-Homeless Campaigns, Public Space Zoning,
and the Problem of Necessity
Conclusion. The Illusion and Necessity of Order: Toward a Just City
References
Index

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0 of 0 people found the following review helpful.
What rights to public space do those with no private space have?
By Matt Dudek
My four star rating does not mean I completely agree with this book, but the author makes a number of compelling arguments that I am still struggling with. We all want our public spaces to feel safe and inviting, but does that give us the right to force those who might make someone uncomfortable out of the space? Does this mean we can criminalize homelessness?

This book is well written, well argued, and definitely well researched. I'm just not sure I agree with all of the conclusions.

0 of 0 people found the following review helpful.
Five Stars
By boniffhyde
A much needed critique of policy concerning public space issues. Thank you Don Mitchell.

4 of 4 people found the following review helpful.
Right to the City is a must-read.
By Laco Tousek
Well written, clear and with no compromise. Essential book for anyone interested in issues of public space and/or homelessness. Splendid!

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