Frameworks And Models : Detection Of The Human Behavior

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Frameworks And Models : Detection Of The Human Behavior

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Frameworks And Models : Detection Of The Human Behavior

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Question:
Describe about the Frameworks and Models Related to the Detection of the Human Behavior.

Answer:

Introduction
The analysis of the human behavior and activities has been regarded as one of the most intriguing and important issue related to the automated video surveillance system (Mubashir, Shao and Seed 2013). The human activities and behavior can be detected by utilizing the techniques related to the pattern recognition and computer vision. The paper deals in planning a research project for the topic related to the Human Behavior Analysis and understanding of unusual behavior by utilizing the computer vision. The paper would be helping in identifying the frameworks and models related to the recognition approaches that could help in analyzing the behavior of humans. The paper would also be helping the readers in learning and recognizing the human behavior based on the video information.
Project justification
The project deals in preparing a research project based on the research topic related to the Human Behavior Analysis and understating of unusual behavior by utilizing the computer vision. The research requires the investigation of various fields relating to the implementation of the high-level abstraction behavior models to the motion detection system. Moreover, the major applications of the computer vision include the video surveillance and Ambient Assisted Learning (AAL) (Chaaraoui, Climent-Pérez and Flórez-Revuelta 2012). The techniques require the estimation of the movement of humans at the motion level. The techniques also require the implementation of the appropriate data sets and tools for analyzing the behavior of humans. In addition, the presentation of the motion requires the activity recognition approaches such that to analyses the behavior of hams. Thus, it becomes very important to identify the frameworks and models that could be helping in learning and recognizing the human behavior based on the video information.
Project aims and objectives
The main objective of the paper is to plan a research project related to the topic based on the Human Behavior Analysis and understating of unusual behavior through the use of video surveillance. The computer vision would be helping in recognizing the visual patterns of the motion of humans. The research project aims at identifying the framework and models that could be helping in evaluating the behavior of humans from the multimodal observation in the form of video. The project also helps in proposing and evaluating an approach for recognition and learning human behavior models from the multimodal observation based on the audio and video information.
Research Questions

What framework proposes the evaluation of the human behavior from the multimodal observation in the form of video?
How do the 3D video tracking models help in understanding the motion of the humans?
How do the patterns exhibit variation in the motion visually?

Millstones and tasks

Sl No

Task

Project plan for research project on frameworks and models for detection on human behavior

1.1

Selection of research topic

1.1.1

Finding the research topic relevant to the research plan

1.1.2

Reviewing on the topic being selected

1.2

Literature review

1.2.1

Reviewing the different views on the literature

1.2.2

Summarizing on the reviews

1.3

Implementation of the research

1.3.1

Identification of the appropriate methodology applicable to the topic

1.3.2

Formulation of research questionnaire related to the topic

1.4

Data collection

1.4.1

Identification of the primary and secondary sources

1.4.2

Implementing appropriate data collection method

1.4.3

Acquiring the data through the use of various data collection tools

1.5

Data analysis

1.5.1

Identification of the appropriate tools and techniques of the data analysis

1.5.2

Summarizing on the findings of the data being acquired

Final report submission

Milestones

Literature review due

Data collection and analysis report due

Final business report due

Table 1: Milestones and tasks related to the project plan
Source: Created by author

Experimental approach
The research approach can be classified into two main segments including the “qualitative research approach” and the “qualitative research approach” (Smith 2015). The “qualitative research approach” deals in describing, explaining, exploring and interpreting the various theories and models related to the case study for the other researchers to follow. The approach requires the formulation of new theories ad models related to the research topic. On the other hand, the “quantitative research approach” deals in validating, confirming and testing the theories related to the research topic already proposed by the various researchers. This approach is also known as deductive reason approach and would be suitable for this particular research study.
Data collection
The data collection process involves the collection of valuable information that should be relevant and useful for the research study. The process requires the identification of the sources of information which could be either “primary sources of data” or, “secondary sources of data” (O’Leary 2013). Though, the implementation of the primary sources of data would be more predictive for the research in terms of acquiring quality data, the seminary sources are less time consuming. The primary sources include the employees working in the computer technology based organization. The secondary data include the sources from the various articles, magazines, newspapers, websites, books, journals and others that contain useful information related to the research topic. The research project should be utilizing both the primary and secondary sources of data in order to acquire quality information related to the research study.
Measurement
The data collection process should be followed by the data analysis process which deals in implementing the data analysis tools and techniques in order to analyze the data being collected in the process. The data analysis tool includes the tables, graphs, figures, charts and analytical software including Word and SPSS as well. These tools are helpful in analyzing the data being acquired in the process such that to reach to a final conclusion.
Timeline

Sl No

Task

Duration

Start Date

Finish Date

Predecessor

Project plan for research project on frameworks and models for detection on human behavior

60 days

Thu 8/25/16

Wed 11/16/16

1.1

Selection of research topic

10 days

Thu 8/25/16

Wed 9/7/16

1.1.1

Finding the research topic relevant to the research plan

1 wk

Thu 8/25/16

Wed 8/31/16

1.1.2

Reviewing on the topic being selected

5 days

Thu 9/1/16

Wed 9/7/16

1.2

Literature review

15 days

Thu 9/8/16

Wed 9/28/16

1.2.1

Reviewing the different views on the literature

2 wks

Thu 9/8/16

Wed 9/21/16

1.2.2

Summarizing on the reviews

1 wk

Thu 9/22/16

Wed 9/28/16

1.3

Implementation of the research

10 days

Thu 9/29/16

Wed 10/12/16

1.3.1

Identification of the appropriate methodology applicable to the topic

1 wk

Thu 9/29/16

Wed 10/5/16

1.3.2

Formulation of research questionnaire related to the topic

1 wk

Thu 10/6/16

Wed 10/12/16

1.4

Data collection

15 days

Thu 10/13/16

Wed 11/2/16

1.4.1

Identification of the primary and secondary sources

1 wk

Thu 10/13/16

Wed 10/19/16

1.4.2

Implementing appropriate data collection method

1 wk

Thu 10/20/16

Wed 10/26/16

1.4.3

Acquiring the data through the use of various data collection tools

5 days

Thu 10/27/16

Wed 11/2/16

1.5

Data analysis

10 days

Thu 11/3/16

Wed 11/16/16

1.5.1

Identification of the appropriate tools and techniques of the data analysis

1 wk

Thu 11/3/16

Wed 11/9/16

1.5.2

Summarizing on the findings of the data being acquired

5 days

Thu 11/10/16

Wed 11/16/16

Final report submission

5 days

Thu 11/17/16

Wed 11/23/16

Table 2: Timeline for the project plan
Source: Created by author
Budget

Budget Items

Category

USD

Travel Expenses

Domestic travel

$ 2,000.00

Lodging

$ 800.00

Food and meals

$ 500.00

Total Tangible Recurring Costs

$ 3,300.00

Total Tangible Costs

$ 56,300.00

Table 3: Budget for the research project
Source: Created by author
Summary
The paper deals in planning a research project for the topic related to the Human Behavior Analyses and understanding of unusual behavior by utilizing the computer vision. The project includes the illustration of various aspects of the project management plan inducing the description of the milestones and task to be implemented in order to conduct the project in a successful manner. The project also includes the estimation of the project timeline such that to conduct the research within the scheduled deadline. The paper also includes the description of the appropriate research approach such that to lead the research project in the right way. The project also helps in formulating the research questionnaire which would be helping the researcher to conduct the research study in a successful manner. The research project aims at identifying the framework and models that could be helping in evaluating the behavior of humans from the multimodal observation in the form of video. The project also helps in proposing and evaluating an approach for recognition and learning human behavior models from the multimodal observation based on the audio and video information.

Refereneces
Chaaraoui, A.A., Climent-Pérez, P. and Flórez-Revuelta, F., 2012. A review on vision techniques applied to human behaviour analysis for ambient-assisted living. Expert Systems with Applications, 39(12), pp.10873-10888.
Mubashir, M., Shao, L. and Seed, L., 2013. A survey on fall detection: Principles and approaches. Neurocomputing, 100, pp.144-152.
O’Leary, Z., 2013. The essential guide to doing your research project. Sage.
Smith, J.A. ed., 2015. Qualitative psychology: A practical guide to research methods. Sage.

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