5  Kumquat

5.1 Introduction

The second to be simplified is LIME. LIME has been used in many applications and has been explained in detail in many resources (cite molnars book). However the current implementation of LIME by thomas lin pederson while is efficient and expansive, lacks simplicity in presentation. In order to make LIME more understandable, a package has been written using simple functions to generate explanations that are somewhat similiar to the original LIME implementation.

5.2 Defining LIME

5.3 The need for a reimplementation

5.3.1 Software design changes

5.3.2 Visualisation limitations

5.4 Simplifications

5.4.1 Transparency in results

5.5 Comparison

5.5.1 Performance

5.5.2 Software design

5.6 Discussion