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Listmania! Lists


by Bradford N. Cross "Measuring Measures" (San Francisco)
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Heuristic Search and Optimization (January 14, 2010)
This list includes:
• Introduction to Stochastic Search and Optimization by James C. Spall
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IR & NLP (December 13, 2009)
This list includes:
• Introduction to Information Retrieval by Hinrich Schütze
• Foundations of Statistical Natural Language Processing by Hinrich Schütze
• Speech and Language Processing, 2nd Edition by Dan Jurafsky
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Statistics (March 10, 2010)
This list includes:
• Testing Statistical Hypotheses (Springer Texts in Statistics) by E. L. Lehmann
• The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century by David Salsburg
• A Handbook of Statistical Analyses Using R by Brian Everitt
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Probability (December 13, 2009)
This list includes:
• A Course in Probability Theory, Third Edition by Kai Lai Chung
• Probability Theory: The Logic of Science by E. T. Jaynes
• First Look at Rigorous Probability Theory by Jeffrey S. Rosenthal
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Nonparametric and Robust Statistics (December 13, 2009)
This list includes:
• Robust Statistics by Peter J. Huber
• Robust Statistics: The Approach Based on Influence Functions by Frank R. Hampel
• Robust Regression and Outlier Detection by Peter J. Rousseeuw
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Matrix Fu (December 13, 2009)
This list includes:
• Matrix Algebra: Theory, Computations, and Applications in Statistics (Springer Texts in Statistics) by James E. Gentle
• Linear Algebra (Dover Books on Mathematics) by G. E. Shilov
• Introduction to Linear Algebra, Fourth Edition by Gilbert Strang
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Networks (March 12, 2010)
This list includes:
• Social Network Analysis: Methods and Applications (Structural Analysis in the Social Sciences) by Stanley Wasserman
• Social Network Analysis (Quantitative Applications in the Social Sciences) by David Knoke
• Social Network Analysis: A Handbook by John Scott
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Feature Selection (November 9, 2009)
This list includes:
• Feature Extraction: Foundations and Applications (Studies in Fuzziness and Soft Computing) by Isabelle Guyon
• Computational Methods of Feature Selection (Chapman & Hall/CRC Data Mining and Knowledge Discovery Series) by Huan Liu
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Analysis (December 11, 2009)
This list includes:
• Mathematical Analysis, Second Edition by Tom M. Apostol
• Introduction to Analysis (Dover Books on Mathematics) by Maxwell Rosenlicht
• Elementary Real and Complex Analysis (Dover Books on Mathematics) by G. E. Shilov
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Machine Learning (March 10, 2010)
This list includes:
• The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics) by Trevor Hastie
• Machine Learning (McGraw-Hill International Editions Computer Science Series) by Tom M. Mitchell
• Data Mining: Practical Machine Learning Tools and Techniques, Second Edition (Morgan Kaufmann Series in Data Management Systems) by Ian H. Witten
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