Skip to main content
SpringerLink
Log in

Building Intelligent Integrated Development Environment for IoT in the Context of Statistical Modeling for Software Source Code

  • Chapter
  • First Online:
Multimedia Technologies in the Internet of Things Environment

Part of the book series: Studies in Big Data ((SBD,volume 79))

Abstract

With various challenging areas as the focus in software development, statistical modelling for software source code tries to derive the knowledge hidden in various software artifacts including code and text and help building robust systems which are intelligent. Integrated Development Environment (IDE) is one area of focus in the domain. Since this provides platform for entire software development processes, it plays key role. In this chapter, study of intelligent IDEs is extended to IoT environment context. To begin with, we focus our study on understanding the IDEs and their capability. Exploration will focus on open-source IDE for mobile, and we look for better understanding the landscape so that we can extend the learning to the IoT world. In this work, building low cost IDE for mobile is focused open. Also, interestingly, exploration focuses on open-source components and possibility of putting them together. Then, in next part, we explore the IDE for Internet of things (IoT), with focus on open source ecosystem. In this review, we extend the exploration of IoT in to device management, data management, communication, intelligent data processing, security and privacy, and application deployment areas. This gives a greater insight in to the IoT world to extend the need of intelligent IDEs to IoT world. Then, to get the context of IDE in the machine learning context, we explore the topic of building optimal IDE for feature engineering which is one of the key phases in machine learning life cycle. Since machine learning projects are highly data-oriented eco system, learning of IDE and its insights in this area will provide rich insights in to the main theme of discussion which is intelligent IDE for IoT eco system.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 149.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 199.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 199.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Eclipse, “Eclipse”. Available at https://www.eclipse.org. Visited 6/5/06.

  2. Scratchbox. Scratchbox—Cross-Compilation Toolkit Project. Available at https://www.scratchbox.org. Visited 06/05/06.

  3. Pydev. Python Development Environment. Available at https://Pydev.sourceforge.net/. Visited 7/5/06.

  4. Järvensivu, J., Kosola, M., Kuusipalo, M., Reijula, P., & Mikkonen, K., Developing an open source integrated development environment for a mobile device. Institute of Software Systems, Tampere University of Technology, P.O. Box 553, FI-33101, Tampere.

    Google Scholar 

  5. Belli, L., Cirani, S., Davoli, L., Gorrieri, A., Mancin, M., & Picone, M. (2015). Design and deployment of an IoT application oriented testbed. IEEE Computer, 48, 32–40.

    Google Scholar 

  6. Gordon, A. D., Henzinger, T. A., Nori, A. V., & Rajamani, S. K., Probabilistic programming.

    Google Scholar 

  7. Fit IOT-LAB. Available online: https://www.iot-lab.info/. Accessed on June 18, 2018.

  8. Sotres, P., Santana, J. R., Sanchez, L., Lanza, J., & Munoz, L. (2017). Practical lessons from the deployment and management of a smart city internet-of-things infrastructure: The SmartSantander testbed case. IEEE Access, 5, 14309–14322.

    Google Scholar 

  9. Sánchez, L., Gutiérrez, V., Galach, J. A., Sotres, P., Santana, J. R., Casanueva, J., et al. (2013). SmartSantander: Experimentation and service provision in the smart city. In Proceedings of the 16th International Symposium on Wireless Personal Multimedia Communications (WPMC) (pp. 1–6), Atlantic City, NJ, USA, June 24–27, 2013.

    Google Scholar 

  10. Eclipse Kapua. Available online: https://www.eclipse.org/Kapua/. Accessed on June 25, 2018.

  11. Da Cruz, M. A. A., Rodrigues, J. J. P. C., Al-Muhtadi, J., Korotaev, V., & Albuquerque, V. H. C. (2018). A reference model for internet of things middleware. IEEE Internet Things Journal, 99, 871–883.

    Google Scholar 

  12. Esquiagola, J., Costa, L., Calcina, P., Fedrecheski, G., & Zuffo, M. (2017). Performance testing of an internet of things platform. In Proceedings of the 2nd International Conference on Internet of Things, Big Data and Security (pp. 309–314), Porto, Portugal, April 24–26, 2017.

    Google Scholar 

  13. Anderson, M. R., Cafarella, M., Jiang, Y., Wang, G., & Zhang, B., An integrated development environment for faster feature engineering.

    Google Scholar 

  14. Anderson, M., Antenucci, D., Bittorf, V., Burgess, M., Cafarella, M., Kumar, A., et al. (2013). Brainwash: A data system for feature engineering. In CIDR.

    Google Scholar 

  15. Dean, J., & Ghemawat, S. (2004). MapReduce: Simplified data processing on large clusters. In OSDI.

    Google Scholar 

  16. Biswas, J., Kureethara, J. V., Samanta, D., & Sandhya, M. (2020). Efficient algorithm for people management in an elevator. TEST Engineering & Management, 83. Publication issue: March–April 2020, ISSN: 0193-4120.

    Google Scholar 

  17. Samanta, D., Galety, M. G., Shivamurthaiah, M., & Kariyappala, S. (2020). A hybridization approach based semantic approach to the software engineering. TEST Engineering & Management, 83. Publication issue: March–April 2020, ISSN: 0193-4120.

    Google Scholar 

  18. Manral, S., Samanta, D., & Podder, S. K. (2020). Effective classroom activities on accounting using double entry system: The productive consequences. TEST Engineering & Management, 83. Publication Issue: March–April 2020, ISSN: 0193-4120.

    Google Scholar 

  19. A Khamparia,P K Singh,P Rani,Samanta, D,A Khanna, B Bhushan. (2020). An internet of health things driven deep learning framework for detection and classification of skin cancer using transfer learning. Transactions on Emerging Telecommunications Technologies. ISSN:2161-3915 2020.

    Google Scholar 

  20. Gurunath, R., & Samanta, D. (2020). Studies on encrypted secret data storage techniques analogous to steganography. International Journal of Advanced Science and Technology, 29(2), 3705–3711.

    Google Scholar 

  21. Li, Y. Q. (2018). An integrated platform for the internet of things based on an open source ecosystem. Future Internet, 10(11), 105. Received: September 21, 2018. Accepted: October 30, 2018. Published: October 31, 2018.

    Google Scholar 

  22. Roy, S., Kanti, M. M., Samanta, D., & Venkatanagaraju. (2020). Awareness with informatics on hypertension and effects on hemoglobin. International Journal of Advanced Science and Technology, 29(4), 423–433.

    Google Scholar 

  23. Samanta, D.Sivaram, M., Rashed, A., Boopathi, C..S., Amiri, IS., & Yupapin, P (2020). Distributed feedback laser (DFB) for signal power amplitude level. Journal of Optical Communication,doi: https://doi.org/10.1515/joc-2019-0252.

    Google Scholar 

  24. Gomathy, V., Padhy, N., Samanta, D., Sivaram, M., Jain, V., & Amiri, I. S. (2020). Malicious node detection using heterogeneous cluster based secure routing protocol (HCBS) in wireless adhoc network. Journal of Ambient Intelligence and Humanized Computing.

    Google Scholar 

  25. Thomas, B., Shwetha, P., Dey, P., Biswas, J., & Samanta, D. (2020). An efficient and holistic approach to reduce output and dependent parameters for multi-output learning. International Journal of Advanced Science and Technology, 29(4), 25–33.

    Google Scholar 

  26. Chatterjee, K., Samanta, D., & Biswas, J. (2020). Enhancement of education with wearable computing device. CSI Communications, 43(10). ISSN 0970-647X.

    Google Scholar 

  27. Anwar, Z., Banerjee, S., Eapen, N. G., & Samanta, D., A clinical study of hepatitis B. Journal of Critical Reviews JCR, 6(5), 81–84. https://doi.org/10.22159/jcr.06.05.13. E-ISSN: 2394-5125.

  28. Kureethara, V., Biswas, J., Samanta, D., & Eapen, N. G., Balanced constrained partitioning of distinct objects. International Journal of Innovative Technology and Exploring Engineering. ISSN: 2278-3075 (Online).

    Google Scholar 

  29. Sivakumar, P., Nagaraju, R., Samanta, D., Sivaram, M., HindiaIraj, M. N., & Amiri, S., A novel free space communication system using nonlinear InGaAsP micro system resonators for enabling power-control toward smart cities. Wireless Networks—The Journal of Mobile Communication, Computation and Information. ISSN: 1022-0038 (Print), 1572-8196 (Online).

    Google Scholar 

  30. Samanta, D., & Podder, S. K. (2019). Level of green computing based management practices for digital revolution and new India. International Journal of Recent Technology and Engineering, 8(2). ISSN: 2277-3878.

    Google Scholar 

  31. Mahua, B., Podder, S. K., Shalini, R., & Samanta, D. (2019). Factors that influence sustainable education with respect to innovation and statistical science. International Journal of Recent Technology and Engineering, 7(5S2). ISSN: 2277-3878.

    Google Scholar 

  32. Praveen, B., Umarani, N., Anand, T., & Samanta, D. (2019). Cardinal digital image data fortification expending steganography. International Journal of Recent Technology and Engineering, 7(5S2). ISSN: 2277-3878.

    Google Scholar 

  33. Manu, M. K., Roy, S., & Samanta, D. (2018). Effects of liver cancer drugs on cellular energy metabolism in hepatocellular carcinoma cells. International Journal of Pharmaceutical Research, 10(3). ISSN: 0975-2366.

    Google Scholar 

  34. Paul, M., Sanyal, G., Samanta, D., Nguyen, G. N., & Le, D.-N., Admission control algorithm based-on effective bandwidth in V2I communication. IET Communications, 10. https://doi.org/10.1049/iet-com.2017.0825. Online ISSN 1751-8636.

  35. Hall, M., Frank, E., Holmes, G., Pfahringer, B., Reutemann, P., & Witten, I. H. (2009). The WEKA data mining software: An update. SIGKDD Explorations Newsletter, 11(1):10–18.

    Google Scholar 

  36. Settles, B. (2009). Active learning literature survey. Computer Sciences Technical Report 1648, University of Wisconsin-Madison.

    Google Scholar 

  37. Zhang, C., Niu, F., Re, C., & Shavlik, J. W. (2012). Big data versus the crowd: Looking for relationships in all the right places. In ACL.

    Google Scholar 

  38. Bubeck, S., & Cesa-Bianchi, N. (2012). Regret analysis of stochastic and nonstochastic multi-armed bandit problems. Machine Learning, 5(1), 1–122.

    Google Scholar 

Download references

Author information

Authors and Affiliations

  1. QMS, First American India, Bangalore, India

    Raghavendra Rao Althar

  2. Department of Computer Science, CHRIST (Deemed to be University), Bangalore, India

    Debabrata Samanta

Authors
  1. Raghavendra Rao Althar
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Debabrata Samanta
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Debabrata Samanta .

Editor information

Editors and Affiliations

  1. Department of Computer Science and Engineering, GIET University, Gunupur, Odisha, India

    Raghvendra Kumar

  2. Department of Electronics and Communication Engineering, SRM Institute of Science and Technology, Ghaziabad, Uttar Pradesh, India

    Rohit Sharma

  3. School of Computer Engineering, KIIT Deemed to be University, Bhubaneswar, Odisha, India

    Prasant Kumar Pattnaik

Rights and permissions

Reprints and permissions

Copyright information

© 2021 The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Althar, R.R., Samanta, D. (2021). Building Intelligent Integrated Development Environment for IoT in the Context of Statistical Modeling for Software Source Code. In: Kumar, R., Sharma, R., Pattnaik, P.K. (eds) Multimedia Technologies in the Internet of Things Environment. Studies in Big Data, vol 79. Springer, Singapore. https://doi.org/10.1007/978-981-15-7965-3_7

Download citation

Publish with us

Policies and ethics

Search

Navigation