Data Envelopment Analysis with R
In: Studies in Fuzziness and Soft Computing Ser. v.386
Intro -- Preface -- Contents -- 1 Introduction to Data Envelopment Analysis and Fuzzy Sets -- Abstract -- 1.1 A Brief Review on Data Envelopment Analysis -- 1.2 Basic Definitions -- 1.3 Different Models of DEA -- 1.4 Fuzzy Set Theory -- 1.5 Conclusion -- References -- 2 Introductions and Definitions of R -- Abstract -- 2.1 Preliminaries of R -- 2.2 Basic Definitions -- 2.3 Definition of Different Variables Types -- 2.4 Attributes -- 2.5 Data Storage -- 2.5.1 Vectors -- 2.5.2 Matrixes -- 2.5.3 Arrays -- 2.5.4 Lists -- 2.5.5 Data Frames -- 2.6 Mathematical Operators -- 2.7 Logical Operators -- 2.8 Use R in Calculation -- 2.9 Basic Mathematical Functions -- 2.10 If Structure -- 2.11 If Conditional -- 2.11.1 Example: Consider the Following Example -- 2.12 If Else Conditional -- 2.13 For Function -- 2.14 While Command -- 2.15 Repeat Command -- 2.16 Import and Read Data in R -- 2.16.1 Data Command -- 2.16.2 Scan Command -- 2.16.3 Read.table Command -- 2.16.4 Read.delim Command -- 2.16.5 Fread Command -- 2.16.6 Excel_sheets Command -- 2.16.7 Read_excel Command -- 2.17 Storage and Writing Data -- 2.17.1 Write.table Command -- 2.17.2 Sink Command -- 2.18 Write Functions in R -- 2.19 Convert Objects -- 2.20 Conclusion -- References -- 3 Basic DEA Models with R Codes -- Abstract -- 3.1 Introduction -- 3.2 Input-Oriented DEA Models with R Codes -- 3.2.1 Input-Oriented CCR Envelopment Model with R Code -- 3.2.2 Input-Oriented CCR Multiplier Model with R Code -- 3.2.3 Input-Oriented BCC Multiplier Model with R Code -- 3.2.4 Input-Oriented BCC Envelopment Model with R Code -- 3.3 Output-Oriented DEA Models with R Codes -- 3.3.1 Output-Oriented CCR Envelopment Model with R Code -- 3.3.2 Output-Oriented CCR Multiplier Model with R Code -- 3.3.3 Output-Oriented BCC Multiplier Model with R Code -- 3.3.4 Output-Oriented BCC Envelopment Model with R Code.