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R Data Analysis Cookbook - More Than 80 Recipes to Help You Deliver Sharp Data Analysis, by Viswa Viswanathan, Shanthi Viswanathan

Key Features

  • Analyse data with ready-to-use and customizable recipes
  • Discover convenient functions to speed-up your work and data files
  • Explore the leading R packages built for expert data analysis
Book Description

Data analysis has recently emerged as a very important focus for a huge range of organizations and businesses. R makes detailed data analysis easier, making advanced data exploration and insight accessible to anyone interested in learning it.

This book empowers you by showing you ways to use R to generate professional analysis reports. It provides examples for various important analysis and machine-learning tasks that you can try out with associated and readily available data. The book also teaches you to quickly adapt the example code for your own needs and save yourself the time needed to construct code from scratch.

What you will learn
  • Get data into your R environment and prepare it for analysis
  • Perform exploratory data analyses and generate meaningful visualizations of the data
  • Apply several machine-learning techniques for classification and regression
  • Get your hands around large data sets with the help of reduction techniques
  • Extract patterns from time-series data and produce forecasts based on them
  • Learn how to extract actionable information from social network data
  • Implement geospatial analysis
  • Present your analysis convincingly through reports and build an infrastructure to enable others to play with your data
About the Author

Viswa Viswanathan is an associate professor of Computing and Decision Sciences at the Stillman School of Business in Seton Hall University. After completing his PhD in artificial intelligence, Viswa spent a decade in academia and then switched to a leadership position in the software industry for a decade.

Shanthi Viswanathan is an experienced technologist who has delivered technology management and enterprise architecture consulting to many enterprise customers. She has worked for Infosys Technologies, Oracle Corporation, and Accenture. As a consultant, Shanthi has helped several large organizations, such as Canon, Cisco, Celgene, Amway, Time Warner Cable, and GE among others, in areas such as data architecture and analytics, master data management, service-oriented architecture, business process management, and modeling.

Table of Contents
  • Acquire and Prepare the Ingredients – Your Data
  • What's in There? – Exploratory Data Analysis
  • Where Does It Belong? – Classification
  • Give Me a Number – Regression
  • Can You Simplify That? – Data Reduction Techniques
  • Lessons from History – Time Series Analysis
  • It's All about Your Connections – Social Network Analysis
  • Put Your Best Foot Forward – Document and Present Your Analysis
  • Work Smarter, Not Harder – Efficient and Elegant R Code
  • Where in the World? – Geospatial Analysis
  • Playing Nice – Connecting to Other Systems
    • Sales Rank: #866971 in eBooks
    • Published on: 2015-05-27
    • Released on: 2015-05-27
    • Format: Kindle eBook

    About the Author

    Viswa Viswanathan

    Viswa Viswanathan is an associate professor of Computing and Decision Sciences at the Stillman School of Business in Seton Hall University. After completing his PhD in artificial intelligence, Viswa spent a decade in academia and then switched to a leadership position in the software industry for a decade. During this period, he worked for Infosys, Igate, and Starbase. He embraced academia once again in 2001. Viswa has taught extensively in fields ranging from operations research, computer science, software engineering, management information systems, and enterprise systems. In addition to teaching at the university, Viswa has conducted training programs for industry professionals. He has written several peer-reviewed research publications in journals such as Operations Research, IEEE Software, Computers and Industrial Engineering, and International Journal of Artificial Intelligence in Education. He has authored a book titled Data Analytics with R: A hands-on approach. Viswa thoroughly enjoys hands-on software development, and has single-handedly conceived, architected, developed, and deployed several web-based applications. Apart from his deep interest in technical fields such as data analytics, artificial intelligence, computer science, and software engineering, Viswa harbors a deep interest in education, with special emphasis on the roots of learning and methods to foster deeper learning. He has done research in this area and hopes to pursue the subject further. Viswa would like to express deep gratitude to professors Amitava Bagchi and Anup Sen, who were inspirational forces during his early research career. He is also grateful to several extremely intelligent colleagues, notable among them being Rajesh Venkatesh, Dan Richner, and Sriram Bala, who significantly shaped his thinking. His aunt, Analdavalli; his sister, Sankari; and his wife, Shanthi, taught him much about hard work, and even the little he has absorbed has helped him immensely. His sons, Nitin and Siddarth, have helped with numerous insightful comments on various topics.



    Shanthi Viswanathan

    Shanthi Viswanathan is an experienced technologist who has delivered technology management and enterprise architecture consulting to many enterprise customers. She has worked for Infosys Technologies, Oracle Corporation, and Accenture. As a consultant, Shanthi has helped several large organizations, such as Canon, Cisco, Celgene, Amway, Time Warner Cable, and GE among others, in areas such as data architecture and analytics, master data management, service-oriented architecture, business process management, and modeling. When she is not in front of her Mac, Shanthi spends time hiking in the suburbs of NY/NJ, working in the garden, and teaching yoga. Shanthi would like to thank her husband, Viswa, for all the great discussions on numerous topics during their hikes together and for exposing her to R and Java. She would also like to thank her sons, Nitin and Siddarth, for getting her into the data analytics world.

    Most helpful customer reviews

    2 of 2 people found the following review helpful.
    There are better options
    By Dimitri Shvorob
    Packt's Indian roots and willingness to publish anything, on one hand, and India's vast supply of English-speaking IT specialists, on the other hand, have been a dangerous combination: burned by several disasters in book form, I was opening "R Data Analysis Cookbook" with some trepidation. In the event, I was pleasantly surprised to discover a below-average-quality but decent book, which supplements familiar "standards", done by other books, with original material, e.g. when it discusses calling R from Java, or uses RgoogleMaps package. I would guess a 50/50 split of the page count between (a) machine-learning/"data science" methods and (b) "everything else", primarily data manipulation and visualization. My concern is that the latter is not sufficiently substantial to make up for the fact that on the former, "R Data Analysis Cookbook" is weak, whether viewed in isolation or compared against other titles. I would not recommend the purchase, and suggest "R in Action" by Kabacoff - a high-quality R introduction with a substantial statistics-and-machine-learning component - of the heftier and more expensive "R Book" by Crowley as superior alternatives.

    UPD. With the benefit of a little more life experience, I would say: don't spend your time on *any* R book. Python is the way to go.

    0 of 0 people found the following review helpful.
    good R book with succinct code and clear explanations
    By DWR
    The R Data Analysis Cookbook offers succinct examples on a variety of data analysis topics including vectorized operations, using the apply / lapply / sapply family of functions, exploratory data analysis, classification, regression, data reduction techniques and geospatial analysis. I enjoyed the sections that dealt with using shiny and the various treatments of regression techniques. I thought the section that covered time series analysis was well done overall, and would have liked to have seen the authors expand upon that topic in more detail, though I understand that space must have been somewhat constrained given the number of topics this volume addresses.

    1 of 1 people found the following review helpful.
    The book provides recipes relevant to start your data analysis side project using R.
    By Venkatesh-Prasad Ranganath
    Of the various books about R and data analysis, this one hits the road running. It is primarily focused on data analysis using R (in that order). To do so, it assumes that you know what you want to get done with data analysis and provides recipes to get you started with various tasks to do data analysis.

    That said, it does not provide information about R language features or explain how a specific analysis technique works. For such information, you will have to look elsewhere such as "Art of R Programming" and "Machine Learning: An Algorithmic Perspective".

    See all 4 customer reviews...

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    • Sales Rank: #15078817 in Books
    • Brand: Brand: Narosa Pub House
    • Published on: 1997-06
    • Original language: English
    • Dimensions: 9.25" h x 6.75" w x 1.00" l,
    • Binding: Hardcover
    • 380 pages
    Features
    • Used Book in Good Condition

    About the Author
    Inder K. Rana.: Department of Mathematics Indian Institute of Technology Bombay

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    A Handbook for Managing Mentoring Programs: Starting, Supporting and Sustaining, by Laura Gail Lunsford

    Despite the interest and pervasiveness of mentoring there has been little attention devoted to professionalizing mentoring for program managers in learning organizations, especially post-secondary institutions, and there are scant resources available for mentoring coordinators. This book fills that gap. Drawing on research on mentoring and coaching in psychology, education and organizations, this guide translates research into practice by helping program administrators learn more about the behaviors of mentoring, stages of mentoring relationships, elements of high quality relationships, and recognizing and avoiding dysfunctional ones. The book includes diagnostic surveys and case studies that coordinators might use in their programs and makes an important contribution to the literature on mentoring, providing a practical, up-to-date resource for those working in the field on how to set up, run, and evaluate their mentoring programs.

    • Sales Rank: #4419467 in Books
    • Published on: 2016-07-19
    • Original language: English
    • Number of items: 1
    • Dimensions: 10.00" h x 7.25" w x .75" l, .0 pounds
    • Binding: Hardcover
    • 206 pages

    Review
    'A valuable and evidence-based addition to the resources for mentoring programme managers - full of examples and practical guidance. Laura Lunsford captures both the complexity and the simplicity of making mentoring work in a wide variety of contexts. A welcome addition to my bookshelf and recommended reading lists.' David Clutterbuck, David Clutterbuck Partnership 'Incorporating best practices, empirical research, and reflective exercises, Lunsford's Handbook will be an asset to any current or aspiring program manager looking to develop, execute, and evaluate a successful mentoring program, no matter the field. The easy-to-digest conversational style, hands-on exercises, and practical advice will make the reader feel like she has Lunsford as her own personal program consultant.' Allison McWilliams, Wake Forest University, USA 'At last, the definitive guide for mentoring program managers! This comprehensive resource pulls together everything leaders will need to create, sustain, and promote evidence-based, high-impact mentoring programs. Lunsford is a meticulous scholar and a superb writer; the delightful result is an exceptionally reader-friendly guide. Jam-packed with case-studies, tools, and outcome measures, this is truly the nuts and bolts manual the mentoring field has been waiting for. This handbook is immediately the new standard on how to develop and run a winning mentoring program.' W. Brad Johnson, United States Naval Academy and Johns Hopkins University, USA

    About the Author

    Laura Gail Lunsford is the Director of the Swain Center at UNC-Wilmington's Cameron School of Business. Prior to becoming the director she was a tenured Associate Professor in Psychology at the University of Arizona. She studies leader development and the psychology of coaching and mentoring. Her teaching focuses on cognitive, interpersonal and organizational psychology. These interests have been influenced by working more than two decades with talented individuals. Her research focuses on the psychology of mentoring in higher education and she has published 30 chapters, peer-reviewed articles, and case studies on mentoring and leadership. Over the last six years she has given 20 peer-reviewed talks at conferences on mentoring in the U.S., Mexico, and Europe. In addition she consults with organizations interested in leader development and mentoring/coaching programs.

    Most helpful customer reviews

    0 of 0 people found the following review helpful.
    Definitive Manual for Mentoring Programs
    By Brad Johnson
    I reviewed this book for the publisher and gave it an enthusiastic thumbs up. This is an outstanding one-stop resource for anyone wondering how to effectively stand up and then manage an excellent mentoring program. A must read for mentoring program leaders and administrators.

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