Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Mehr als Reporting –
Datenanalysen mit Oracle R Ente...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Safe Harbor Statement
The following is intended to o...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Agenda
Mehr als Standard Reporting?
Weiterführende D...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Mehr als Standard Reporting?
5
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Reporting
6
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Weiterführende Datenanalysen
7
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 8
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Sensordaten-Analyse I
9
200.000 Haushalte
3 Jahre
1 ...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Sensordaten-Analyse II
10
10 s/Modell
200.000 Hausha...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
R Screenshots
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Oracle Advanced Analytics
• Data Understanding & Vis...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Wichtige Themen für Enterprise Data Analytics
1. Ska...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
R und Oracle R Enterprise (ORE)
14
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Aspekte herkömmlicher R/Datenbank-Interaktion
15
R l...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
R Engine andere
R-Packages
Oracle R Enterprise Packa...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Oracles R Technologien
•Oracle R Distribution
•ROrac...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Demo
18
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Benefits
19
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Benefits I
5.881 R-Packages
20
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Benefits II
21
Integration
Performance & Scalability...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Ausblick: Mehr Performance für R
22
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
FastR
• Neuimplementierung von R in Java
– Verwendun...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
“R is a powerful and interesting tool for
data analy...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Weitere Informationen
25
ORE-Diskussionsforum:
https...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. |
Kontakt
Dr. Nadine Schöne| Sales Consultant
Email: n...
Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 27
Slidedeck Mehr als Reporting - Datenanalysen mit Oracle R Enterprise - DOAG Development and DOAG SIG BigData 2014
Slidedeck Mehr als Reporting - Datenanalysen mit Oracle R Enterprise - DOAG Development and DOAG SIG BigData 2014
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Slide deck for conference talk at both DOAG Development and DOAG SIG BigData in 2014 conference. In German only, translation available on request.

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Slidedeck Mehr als Reporting - Datenanalysen mit Oracle R Enterprise - DOAG Development and DOAG SIG BigData 2014

  1. 1. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Mehr als Reporting – Datenanalysen mit Oracle R Enterprise Dr. Nadine Schöne Sales Consultant Oracle Direct, Sales Consulting Dr. Michael Haupt Principal Member of Technical Staff Oracle Labs, Virtual Machine Research Group 25. September 2014
  2. 2. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Safe Harbor Statement The following is intended to outline our general product direction. It is intended for information purposes only, and may not be incorporated into any contract. It is not a commitment to deliver any material, code, or functionality, and should not be relied upon in making purchasing decisions. The development, release, and timing of any features or functionality described for Oracle’s products remains at the sole discretion of Oracle. 3
  3. 3. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Agenda Mehr als Standard Reporting? Weiterführende Datenanalysen R und Oracle R Enterprise (ORE) Demo Benefits Ausblick: Mehr Performance für R 1 2 3 4 5 4 6
  4. 4. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Mehr als Standard Reporting? 5
  5. 5. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Reporting 6
  6. 6. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Weiterführende Datenanalysen 7
  7. 7. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 8
  8. 8. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Sensordaten-Analyse I 9 200.000 Haushalte 3 Jahre 1 Messung/Stunde 5.256 Mrd. Messwerte (2.628 Messwerte/Kunde)
  9. 9. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Sensordaten-Analyse II 10 10 s/Modell 200.000 Haushalte ➔ 200.000 Modelle 23 Tage + 4 Stunden 4,3 Stunden Oracle R Enterprise
  10. 10. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | R Screenshots
  11. 11. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Oracle Advanced Analytics • Data Understanding & Visualization – Summary & Descriptive Statistics – Histograms, scatter plots, box plots, bar charts – R graphics: 3-D plots, link plots, special R graph types – Cross tabulations – Tests for Correlations (t-test, Pearson’s, ANOVA) – Selected Base SAS equivalents • Data Selection, Preparation and Transformations – Joins, Tables, Views, Data Selection, Data Filter, SQL time windows, Multiple schemas – Sampling techniques – Re-coding, Missing values – Aggregations – Spatial data – R to SQL transparency and push down • Classification Models – Logistic Regression (GLM) – Naive Bayes – Decision Trees – Support Vector Machines (SVM) – Neural Networks (NNs) • Regression Models – Multiple Regression (GLM) – Support Vector Machines Große Bandbreite an In-Database Data Mining und statistischen Funktionen  Clustering – Hierarchical K-means – Orthogonal Partitioning – Expectation Maximization  Anomaly Detection – Special case Support Vector Machine (1-Class SVM)  Associations / Market Basket Analysis – A Priori algorithm  Feature Selection and Reduction – Attribute Importance (Minimum Description Length) – Principal Components Analysis (PCA) – Non-negative Matrix Factorization – Singular Vector Decomposition  Text Mining – Most OAA algorithms support unstructured data (i.e. customer comments, email, abstracts, etc.)  Transactional Data – Most OAA algorithms support transactional data (i.e. purchase transactions, repeated measures over time)  R packages—ability to run open source – Broad range of R CRAN packages can be run as part of database process via R to SQL transparency and/or via Embedded R mode * included in every Oracle Database Deskriptive Datenanalyse & Visualization Klassifikations- & Regressions Modelle Clustering Verwendung von Open Source R packages Daten Aufbereitung & Transformationen
  12. 12. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Wichtige Themen für Enterprise Data Analytics 1. Skalierbarkeit 2. Performance 3. Entwicklung & Produktion
  13. 13. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | R und Oracle R Enterprise (ORE) 14
  14. 14. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Aspekte herkömmlicher R/Datenbank-Interaktion 15 R logo © R Foundation, vonhttp://www.r-project.org
  15. 15. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | R Engine andere R-Packages Oracle R Enterprise Packages User R Engine (Dektop)1 User-Tabellen Oracle DBSQL Ergebnisse Datenbank Compute Engine2 R Engine andere R-Packages Oracle R Enterprise Packages R Engine(s) verwaltet durch Oracle DB R Ergebnisse 3 Post-Processing der Ergebnisse Analysen, die in der Oracle DB nicht verfügbar sind Ausführung in Collaboration mit der Oracle DB „Collaborative Execution“-Modell
  16. 16. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Oracles R Technologien •Oracle R Distribution •ROracle •Oracle R Enterprise •Oracle R Advanced Analytics for Hadoop Für R Comunity frei verfügbar
  17. 17. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Demo 18
  18. 18. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Benefits 19
  19. 19. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Benefits I 5.881 R-Packages 20
  20. 20. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Benefits II 21 Integration Performance & Scalability Performante Enterprise Predictive Analytics Applikationen Geringe Total Costs of Ownership
  21. 21. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Ausblick: Mehr Performance für R 22
  22. 22. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | FastR • Neuimplementierung von R in Java – Verwendung von Graal (Compiler) und Truffle (AST-Interpreter) – Dynamische Compilierung, Skalierung auf heterogenen Architekturen – Beteiligt: Oracle Labs (Deutschland, USA, Österreich), JKU Linz, Purdue University, TU Dortmund 23 U U U U U I I I G G I I I G G Node Rewriting for Profiling Feedback AST Interpreter Rewritten Nodes AST Interpreter Uninitialized Nodes Compilation using Partial Evaluation Compiled Code Node Transitions S U I D G Uninitialized Integer Generic DoubleString
  23. 23. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | “R is a powerful and interesting tool for data analysis! ORE brings R into a scalable DB engine (solving problems of data management, analysis and scalability). We actually can obtain information and added value from not so actively used data.” – Stefano Alberto Russo, Researcher at CERN Openlab 24
  24. 24. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Weitere Informationen 25 ORE-Diskussionsforum: https://community.oracle.com/community/developer/english/business_intelligence/data_warehousing/r Oracle Advanced Analytics: http://www.oracle.com/technetwork/database/options/advanced-analytics/index.html ORE-Blog: https://blogs.oracle.com/R/ FastR: https://bitbucket.org/allR/fastR Graal/Truffle: https://wiki.openjdk.java.net/display/Graal/Main
  25. 25. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | Kontakt Dr. Nadine Schöne| Sales Consultant Email: nadine.schoene@oracle.com Tel: +49 331 200 7190 ORACLE Deutschland B.V. & Co. KG Schiffbauergasse 14 14467 Potsdam
  26. 26. Copyright © 2014 Oracle and/or its affiliates. All rights reserved. | 27

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