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"This volume provides an overview of the field of Astrostatistics understood as the sub-discipline dedicated to the statistical analysis of astronomical data. It presents examples of the application of the various methodologies now available to current open issues in astronomical research. The technical aspects related to the scientific analysis of the upcoming petabyte-scale databases are emphasized given the importance that scalable Knowledge Discovery techniques will have for the full exploitation of these databases.
Based on the 2011 Astrostatistics and Data Mining in Large Astronomical Databases conference and school, this volume gathers examples of the work by leading authors in the areas of Astrophysics and Statistics, including a significant contribution from the various teams that prepared for the processing and analysis of the Gaia data.
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New York: Springer Science, 2012
e20419279
eBooks  Universitas Indonesia Library
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"This volume contains a selection of chapters based on papers to be presented at the Fifth Statistical Challenges in Modern Astronomy Symposium. The symposium will be held June 13-15th at Penn State University. Modern astronomical research faces a vast range of statistical issues which have spawned a revival in methodological activity among astronomers. The Statistical Challenges in Modern Astronomy V conference will bring astronomers and statisticians together to discuss methodological issues of common interest. Time series analysis, image analysis, Bayesian methods, Poisson processes, nonlinear regression, maximum likelihood, multivariate classification, and wavelet and multiscale analyses are all important themes to be covered in detail. Many problems will be introduced at the conference in the context of large-scale astronomical projects including LIGO, AXAF, XTE, Hipparcos, and digitized sky surveys.;"
New York: [Springer Science, ], 2013
e20419566
eBooks  Universitas Indonesia Library
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Hancock, Monte F., Jr.
Boca Raton: CRC Press, 2012
006.312 HAN p
Buku Teks  Universitas Indonesia Library
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Han, Jiawei
"Summary:
Equips you with an understanding and application of the theory and practice of discovering patterns hidden in large data sets. This title focuses on important topics in the field: data warehouses and data cube technology, mining stream, mining social networks, and mining spatial, multimedia and other complex data."
Burlington: Elsevier, 2012
006.312 HAN d
Buku Teks  Universitas Indonesia Library
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"Machine generated contents note:
pt. I Methodological Aspects
1.Exploratory Data Mining Using Decision Trees in the Behavioral Sciences /​ John J. McArdle
2.CHAID and Earlier Supervised Tree Methods /​ Gilbert Ritschard
3.The Potential of Model-based Recursive Partitioning in the Social Sciences: Revisiting Ockham's Razor /​ Carolin Strobl
4.Exploratory Data Mining with Structural Equation Model Trees /​ Ulman Lindenberger
5.Validating Tree Descriptions of Women's Labor Participation with Deviance-based Criteria /​ Pau Origoni
6.Exploratory Data Mining Algorithms for Conducting Searches in Structural Equation Modeling: A Comparison of Some Fit Criteria /​ Walter Leite
7.A Simulation Study of the Ability of Growth Mixture Models to Uncover Growth Heterogeneity /​ Lawrence L. Lo
8.Mining for Association Between Life Course Domains /​ Cees H. Elzinga
9.Exploratory Mining of Life Event Histories /​ Matthias Studer
pt. II Applications
Contents note continued:
10.Clinical versus Statistical Prediction of Zygosity in Adult Twin Pairs: An Application of Classification Trees /​ Carol A. Prescott
11.Dealing with Longitudinal Attrition Using Logistic Regression and Decision Tree Analyses /​ John J. Mcardle
12.Adaptive Testing of the Number Series Test Using Standard Approaches and a New Decision Tree Analysis Approach /​ John J. Mcardle
13.Using Exploratory Data Mining to Identify Academic Risk among College Student-Athletes in the United States /​ Thomas S. Paskus
14.Understanding Global Perceptions of Stress in Adulthood through Tree-Based Exploratory Data Mining /​ Lindsay Pitzer
15.Recursive Partitioning to Study Terminal Decline in the Berlin Aging Study /​ Paolo Ghisletta
16.Predicting Mortality from Demographics and Specific Cognitive Abilities in the Hawaii Family Study of Cognition /​ John J. Mcardle
Contents note continued:
17.Exploratory Analysis of Effects of Prenatal Risk Factors on Intelligence in Children of Mothers with Phenylketonuria /​ Kevin J. Grimm."
New York, N.Y.: Routledge, 2014
006.3 CON
Buku Teks  Universitas Indonesia Library
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Elis
Depok: Fakultas Ilmu Komputer Universitas Indonesia, 1999
S25642
UI - Skripsi Membership  Universitas Indonesia Library
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Angelina Prima Kurniati
"Process Mining adalah bidang ilmu yang relatif baru dan masih terus berkembang. Bidang ini menarik dan dibutuhkan dalam berbagai domain karena dapat digunakan untuk menggali informasi tentang proses bisnis dari sekumpulan besar data yang dimiliki perusahaan dalam bentuk event log.
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Bandung: Informatika, 2023
006.312 ANG p
Buku Teks  Universitas Indonesia Library
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Kantardzic, Mehmed
Hoboken: NJ IEEE Press, 2020
006.312 KAN d
Buku Teks  Universitas Indonesia Library
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Witten, I.H. (Ian H.)
"Part I. Machine Learning Tools and Techniques: 1. What?s iIt all about?; 2. Input: concepts, instances, and attributes; 3. Output: knowledge representation; 4. Algorithms: the basic methods; 5. Credibility: evaluating what?s been learned -- Part II. Advanced Data Mining: 6. Implementations: real machine learning schemes; 7. Data transformation; 8. Ensemble learning; 9. Moving on: applications and beyond -- Part III. The Weka Data MiningWorkbench: 10. Introduction to Weka; 11. The explorer -- 12. The knowledge flow interface; 13. The experimenter; 14 The command-line interface; 15. Embedded machine learning; 16. Writing new learning schemes; 17. Tutorial exercises for the weka explorer."
Amsterdam: Elsevier , 2011
006.312 WIT d
Buku Teks  Universitas Indonesia Library
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Zaki, Mohammed J.
New York: Cambridge University Press, 2014
006.312 ZAK d
Buku Teks  Universitas Indonesia Library
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