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1
Introduction
2
Why R
3
What is R
4
History of R
5
Summary of R
6
Why bother
7
Performance
8
Memory Allocation
9
Bioconductor
10
Takeaway
11
R Vector Language
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assert
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programs
14
assignment laziness
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statistical languages
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referential transparency
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unique references
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copy
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super assignment
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sideeffects
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object systems
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memory hog
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Java
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Why Java
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Rough approach
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Benchmarks
27
Abstract Syntax Tree Interpreter
28
Specialization
29
Code
30
Data Types
31
Views
32
Delight
33
Examples
34
Conclusion
Description:
Explore the integration of R programming language within Java in this 42-minute conference talk by Jan Vitek. Delve into the history, significance, and key features of R, including its vector language, statistical capabilities, and unique reference system. Examine the motivations behind combining R with Java, focusing on performance improvements and memory allocation. Discover the implementation approach, benchmarks, and specialized techniques such as Abstract Syntax Tree Interpretation. Learn about data types, views, and practical examples that showcase the potential of this integration. Gain valuable insights into the synergy between R and Java for enhanced statistical computing and data analysis.

R in Java - Performance and Implementation Challenges

Java
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