Assignment: MINDTAP Assignment Cengage

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Assignment: MINDTAP Assignment Cengage

Assignment: MINDTAP Assignment Cengage



Have to do only  Chapter 1: The Science of Psychology of 4 activities and Part 1: Foundations in Biological Psychology of 2 activities. BUT YOU HAVE TO READ FIRST!! before doing those activities.

There are basically three kind of tool features namely Respect of Abstraction, Assistance

and Quality Factor/reftool. The purpose of abstraction is to reduce software description.

Abstraction can be intrusive pr seamless. Assistance aims at guiding the DSL tool user dur-

ing definition and transformation of domain data. Assistance is adaptive when assistance

changes in function of the context of usage and its Static when it does not changes. Process

guidance guide the user at a process step or at the process workflow level and Checking is

mandatory in the feature model because a DSL tool must ensure consistency and complete-

ness of domain data. DSL checking can be realized on the fly or on user action. Quality

Factor covers non-functional aspects of DSL Tool.


Figure 4: Specification Features

Figure 5: Target Asset Features


Figure 6: Operational Transformation Features

Figure 7: DSL Tool Features


Figure 8: DSL Process Features

4.4 DSL Process Features

A DSL process defines how development projects with DSL must be executed. This part of

the feature model addresses the Domain-Specific Software Development (DSSD). It can be

of three types: Work Definition, Role and Guidance/refProcess.

5 Languages Surveyed

5.1 OptiML

• Highly expressive language textual programming language built on top of Scala

• OptiML provides the link between ML applications and heterogeneous parallel hard- ware

• OptiML code outperformed explicitly parallelized MATLAB code on heterogeneous system

• Require no knowledge of the underlying embedding implementation

• No explicit parallelization

• No explicit code for the lower level programming models

• Statically typed language


• Declarative language

• Transative language

• Support Vector, matrix, Graph operations

• Does not supports Distributed and Cloud computing feature

5.2 ScalOps

• It enables algorithms to run on cloud

• Textual programming language

• A declarative language

• Statically typed

• Supports vector, matrix,and graph operations in both parallel and cloud computing environment

• Transative language

5.3 Scala

• It is concise

• Has broad applicability

• Texual programming language


• Textual programming language

• Imperative language

• Dynamically typed

• Translational language

• Support Vector, matrix operations

• Does not support graph operations

• Supports Distributed and Cloud computing feature

• Supports parallel operation


5.5 Breukervl

• Modeling Graphical language

• Descriptive language

• Does not Support Vector, matrix and graph operations

• Does not supports Distributed and Cloud computing and parallel computing feature

5.6 Possibility of survey of other language

As time permits, I would take to take my analysis further and survey other Domain Specific


5.7 Conclusions

Because of size and complexity of datasets machine learning algorithms are facing a lot of

software and hardware challenges. We need to move towards parallel and heterogeneous

hardware systems. A lot of DSL are developed to resolve these issues. These languages pro-

vide parallel execution of code, distributed computation and cloud computation. Following

points applies to most of the DSL languages:

• Most of the DSL language are programming languages

• Most of the languages are complied

• Modeling languages are all graphical and have a descriptive model

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