Table of Contents for
Machine Learning for Hackers

Version ebook / Retour

Cover image for bash Cookbook, 2nd Edition Machine Learning for Hackers by John Myles White Published by O'Reilly Media, Inc., 2012
  1. Cover
  2. O'Reilly Strata Conference
  3. Machine Learning for Hackers
  4. Preface
  5. 1. Using R
  6. 2. Data Exploration
  7. 3. Classification: Spam Filtering
  8. 4. Ranking: Priority Inbox
  9. 5. Regression: Predicting Page Views
  10. 6. Regularization: Text Regression
  11. 7. Optimization: Breaking Codes
  12. 8. PCA: Building a Market Index
  13. 9. MDS: Visually Exploring US Senator Similarity
  14. 10. kNN: Recommendation Systems
  15. 11. Analyzing Social Graphs
  16. 12. Model Comparison
  17. Works Cited
  18. Index
  19. About the Authors
  20. Colophon
  21. Copyright

Works Cited

Books

[Adl10] JosephAdler. R in a Nutshell. O’Reilly Media, 2010.

[Abb92] EdwinAAbbot Flatland: A Romance of Many Dimensions. Dover Publications, 1992.

[Bis06] ChristopherMBishop Pattern Recognition and Machine Learning. Springer; 1st ed. 2006. Corr.; 2nd printing ed. 2007.

[GH06] AndrewGelmanJenniferHill. Data Analysis Using Regression and Multilevel/Hierarchical Models. Cambridge University Press, 2006.

[HTF09] TrevorHastieRobertTibshiraniJeromeFriedman. The Elements of Statistical Learning. Springer, 2009.

[JMR09] OwenJonesRobertMaillardetAndrewRobinson. Introduction to Scientific Programming and Simulation Using R. Chapman and Hall, 2009.

[Seg07] TobySegaran. Programming Collective Intelligence: Building Smart Web 2.0 Applications. O’Reilly Media, 2007.

[Spe08] PhilSpector. Data Manipulation with R. Springer, 2008.

[Wic09] HadleyWickham. ggplot2: Elegant Graphics for Data Analysis. Springer, 2009.

[Wil05] LelandWilkinson. The Grammar of Graphics. Springer, 2005.

[Pea09] JudeaPearl. Causality. Cambridge University Press, 2009.

[WF94] StanleyWassermanKatherineFaust. Social Network Analysis: Methods and Applications. Cambridge University Press, 1994.

[MJ10] MatthewOJackson Social and Economic Networks. Princeton University Press, 2010.

[EK10] DavidEasleyJonKleinberg. Networks, Crowds, and Markets: Reasoning About a Highly Connected World. Cambridge University Press, 2010.

[Wa03] LarryWasserman. All of Statistics. Springer, 2003.

Articles

[LF08] UweLiggesJohnFox. “R help desk: How can I avoid this loop or make it faster?” http://www.r-project.org/doc/Rnews/Rnews_2008-1.pdf. May 2008.

[DA10] DouglasAberdeenOndrejPacovskyAndrewSlater. “The Learning Behind Gmail Priority Inbox.” LCCC: NIPS 2010 Workshop on Learning on Cores, Clusters and Clouds. http://research.google.com/pubs/archive/36955.pdf. 2010.

[HW11] HadleyWickham. “The Split-Apply-Combine Strategy for Data Analysis.” Journal of Statistical Software, April 2011, 40 (1).

[SR08] RandallStross. “What Has Driven Women Out of Computer Science?” The New York Times, November 15, 2008.

[JC37] JoanHCriswell. “Racial Cleavage in Negro-White Groups.” Sociometry, Jul.-Oct. 1937, 1 (1/2).

[WA10] WilliamAGalston. “Can a Polarized American Party System Be ‘Healthy’?” Brookings Institute - Issues in Governance Studies, April 2010 (34).

[PS08] PaulSinger. “Members Offered Many Bills but Passed Few.” Roll Call , December 1, 2008.