Publications
Journal Publications
1.
Samuel A.
Ajila, Chung-Horng Lung, Anurag Das, Analysis
of Error-based Machine Learning Algorithms in Network Anomaly Detection and
Categorization, Annals of Telecommunications,77, 359–370 (2022). https://doi.org/10.1007/s12243-021-00836-0.
77(Online): pp 359 - 370.
2.
Chung-Horng Lung, Yuqing Qiu, Samuel Ajila, Pradeep Srivastava, Experimental Evaluation of LXC Container Migration for Cloudlets Using
Multipath TCP, Computer Networks, Vol. 164, pp 1 – 14, December 9,
2019
3.
Yang Cao,
Chung-Horng Lung, Samuel Ajila, and Xiaolin Li, Support Mechanisms for Cloud Configuration
Using XML Filtering Techniques: a Case Study in SaaS, Future Generation Computer
Systems (FGCS), Vol. 39, June 2019, pp 52-67
4.
Ali Yadavar
Nikravesh, Samuel A. Ajila, Chung-Horng Lung, Using genetic algorithms to find optimal solution in a search space for
a cloud predictive cost-driven decision maker, Journal of Cloud Computing
(2018), vol. 7, No. 20, Nov. 2018 https://doi.org/10.1186/s13677-018-0122-7
5.
Xing Fan,
Chung-Horng Lung, Samuel A. Ajila, Using
Hybrid and Diversity-Based Adaptive Ensemble Method for Binary Classification,
International Journal of Intelligence Science (IJIS), Vol.8 No.3 July 2018
6.
Ali Yadavar
Nikravesh, Samuel A. Ajila, Chung-Horng Lung, An Autonomic Prediction Suite for Cloud Resource Provisioning,
Journal of Cloud Computing (JCC), pp. 1 – 20, Vol. 6, No. 3, February 3 2017,
DOI: 10.1186/s13677-017-0073-4. https://link.springer.com/article/10.1186/s13677-017-0073-4
7.
Ali Yadavar
Nikravesh, Samuel A. Ajila, Chung-Horng Lung, Wayne Ding, An Experimental Investigation of Mobile Network Traffic Prediction
Accuracy, International Journal of Big Data, ISBN 2326-442X, Service
Transactions on Big Data, ISBN 2326-442X, Volume 3 Issue 1, pp 1-16, 2017
8.
Man Si,
Chung-Horng Lung, Samuel Ajila, Wayne Ding, An
Investigation of Mobile Network Traffic Data and Apache Hadoop Performance,
International Journal of Big Data, ISBN 2326-442X, Service Transactions on Big
Data, ISBN 2326-442X, Volume 3 Issue 1, pp 17-31, 2017
9.
Samuel A.
Ajila, Yoonsoon Chang, Using Modified
Floyd-Warshall Algorithm to Implement SPB IEEE
802.1aq Protocol Simulator on NS-3, International Journal of Computer and
Communication Engineering (IJCCE), pp. 1 -17, Vol. 6, No. 1, January 2017.
15. Sajjad Mahmoud and Samuel A. Ajila, The Impact of Native Language on Use Case
Modeling: A Controlled Experiment, Journal of Software (JSW), Vo; 8. No. 7,
pp 1577-1585, Academy Publisher, 2013
Refereed Conference &
Workshop Papers
1. Abdul Mutakabbir and Samuel A. Ajila, Explainable Long-Term Forecasting of Air
Pollution, 2023 IEEE International Conference on Big Data (Big Data), Dec 15
– 18, 2023, Sorrento, Italy.
2. Abdul Mutakabbir, Chung-Horng
Lung, Samuel A. Ajila, Marzia Zaman, Kshirasagar Naik, Richard
Purcell, Srinivas Sampalli, Forest Fire Prediction using Multi-Source Deep Learning, EAI BDTA
2023 - 13th EAI International Conference on Big Data Technologies and
Applications, August 23-24, 2023, Edinburgh, Great Britain
3. Samuel A. Ajila, Have the Factors
Affecting Software New Product Development (S-NPD) Changed in the Age of Mobile
Apps and Agile Methods?, In PICMET ’23 - Managing Technology, Engineering
and Manufacturing for a Sustainable World, Monterrey Mexico, July 23 – 27, 2023
4. Abdul Mutakabbir, Chung-Homg
Lung, Samuel A. Ajila, Marzia Zaman, Kshirasagar Naik, Richard
Purcell, and Srinivas Sampalli, Spatio-Temporal Agnostic Deep Learning Modeling of Forest Fire Prediction
Using Weather Data, IEEE-COMPSAC: Computer Software and Applications
Conference, Torino, Italy, June 26 – 30, 2023
5. Yao Wei, Chung-Horng Lung, Samuel Ajila, and Ricardo Paredes Cabrera, Deep Q-Networks Assisted Pre-connect
Handover Management for 5G Networks, IEEE Vehicular
Technology Conference (VTC2023-Spring), Florence, Italy June 20 - 23, 2023
6. Michael Fan, Omar Imran, Arka Singh, and Samuel
A. Ajila, Using CNN-LSTM Model for
Weather Forecasting, 2022 IEEE International Conference on Big Data (Big
Data), December 17-20, 2022, Osaka, Japan, pp 4110 – 4115
7. Andrew Dybka, Dominic Kocjan,
and Samuel A. Ajila, A Semisupervised Approach to Predicting a Twitch Streamer
Growth based on the Game Streamed, 2022 IEEE International Conference on
Big Data (Big Data), December 17-20, 2022, Osaka, Japan, pp 4100 – 4109
8. Abdul Mutakabbir, Chung-Horng Lung, and Samuel A. Ajila, Analysis of Airfare during Pandemic: A
Multi-Agent Based Modeling Approach, 2022 IEEE International Conference on
Big Data (Big Data), December 17-20, 2022, Osaka, Japan, pp 3811 – 3820
9. Yao Wei, Ricardo Paredes Cabrera, Chung-Horng Lung, and Samuel Ajila, Pre-connect Handover Management for 5G
Networks, IEEE Future Networks World Forum (FNWF), Montreal, Quebec,
Canada, 12-14 October 2022
10.
Samuel
A. Ajila, Multilayer Meta-Learning
Approach to Forecasting Air Pollutants, Proceeding of IEEE Conference on
Information Reuse and Integration for Data Science, (IEEE-IRI-20220, August 9 –
11, 2022, pp 69 - 74
11.
Francoise
Blanc, Azhar Syed, Ali Mohammadi
Esfahani, Sandeep Reddy Venna, and Samuel A. Ajila, A Deep Learning Sequential-based Model for Predicting Victories in
Video Games, Proceeding of IEEE Conference on Information Reuse and
Integration for Data Science, (IEEE-IRI-2022, August 9 – 11, 2022, pp 212 –
213.
12.
Chandan
Sai Chebrolu, Chung-Horng Lung, and Samuel Ajila, Dynamic Packet Filtering Using Machine Learning, IEEE Conference on
Information Reuse and Integration for Data Science, (IEEE-IRI-2022, August 9 –
11, 2022, pp 206 – 211.
13.
Samuel
Ajila and Karthik Dilliraj, Forecasting
Air Pollution using a Modified Compositional Learning Approach, 2021 IEEE
International Conference on Big Data (IEEE BigData
2021), International Workshop on Big
Data Analytics for Sustainability (BDA4S 2021), Dec. 15 – 18, 2021, pp.
3992 – 4001
14.
Azadeh Etedali, Chung-Horng Lung, and
Samuel Ajila, Comparative Analysis of
Genetic Algorithm and XML Filtering Technique for Multi-Tenant SaaS
Configuration Management, 2021 IEEE 12th Annual Information Technology,
Electronics and Mobile Communication Conference (IEMCON), Oct. 27 – 30, 2021,
pp 223 – 228
15. Samuel A. Ajila, Nidheesh Vijay, Evaluating Deep Neural Nets and Optimized Hyperparameters Random Forest
for Decision Support Systems, 2021 IEEE 22nd International Conference on
Information Reuse and Integration for Data Science (IRI), August 10-12, 2021,
pp 17 – 24
16. Niyati R. Darji,
Samuel A. Ajila, Increasing Prediction
Accuracy for Human Activity Recognition Using Optimized Hyperparameters,
2020 IEEE International Conference on Big Data, Dec 10-13, 2020, pp 2472-2481
17. Anurag Das, Samuel A. Ajila, Chung-Horng Lung, A
Comprehensive Analysis of Accuracies of Machine Learning Algorithms for Network
Intrusion Detection, IFIP
International Federation for Information Processing 2020, Published by Springer
Nature Switzerland AG 2020, S. Boumerdassi et al.
(Eds.): MLN 2019, LNCS 12081, pp. 40–57,
18. Bhumika Patel, Zaheenabanu Somani,
Samuel A. Ajila, Chung-Horng Lung, Hybrid
Relabeled Model for Network Intrusion Detection, The 4th IEEE
International Conference on Smart Data (SmartData-2018), Halifax, Canada, July
30 – Aug. 03, 2018
19. Xing Fan, Chung-Horng Lung, Samuel A. Ajila, An
Adaptive Diversity-Based Ensemble Method for Binary Classification, 2017
IEEE 41th Annual International Computers, Software & Applications
Conference (COMPSAC’17), pp 822 – 827, July 4 – 8, 2017, Torino, Italy
20. Ali Yadavar Nikravesh, Samuel A. Ajila,
Chung-Horng Lung, The Impact of Database Layer on Auto-Scaling
Decisions in a 3-Tier Web Services Cloud Resource Provisioning, The 11th
IEEE International COMPSAC Workshop on Quality Oriented Reuse of Software
(QUORS), pp 401 – 406, July 4-8, 2017, Torino, Italy
21. Azadeh Etedali, Chung-Horng Lung, Samuel Ajila, Igor
Veselinovic, Automated Constraint-based Multi-tenant SaaS Configuration
Support Using XML Filtering Techniques, The 11th IEEE International COMPSAC
Workshop on Quality Oriented Reuse of Software (QUORS), pp 413 – 418, July 4-8,
2017, Torino, Italy
22. Yuqing Qiu, Chung-Horng Lung, Samuel
Ajila, Pradeep Srivastava, LXC Container
Migration in Cloudlets under Multipath TCP, the 5th IEEE
International COMPSAC Workshop on Architecture, Design, Deployment and
Management of Networks and Applications (ADMNET 2017), pp 31 – 36, July 4 – 8,
2017, Torino, Italy
23. Samuel A. Ajila, Have
the Factors affecting Software New Product Development (S-NPD) Changed in the Age
of Mobile Apps and Agile Methods? A Position Paper, Proceedings of PICMET
'16 Conference "Technology Management for Social Innovation",
September 4 - 8, 2016, pp. 2300 – 2307, Honolulu, Hawaii, USA
24. Ali Yadavar Nikravesh,
Samuel A. Ajila, Chung-Horng Lung, and Wayne Ding, Mobile Network Traffic Prediction Using MLP, MLPWD, and SVM, 5th
IEEE International Congress on Big Data, pp 402 – 409, June 27 - July 2, 2016,
San Francisco, USA
25. Man Si, Chung-Horng Lung, Samuel Ajila, and Wayne Ding, An Empirical Investigation of Mobile Network
Traffic Data for Resource Management, 5th IEEE International Congress on
Big Data, pp 291 – 298, June 27 - July 2, 2016, San Francisco, USA
26. Wenjing Han, Chung-Horng Lung, and Samuel A. Ajila, Empirical Investigation of Code and Process
Metrics for Defect Prediction, The 2nd IEEE International
Conference on Multimedia Big Data (IEEE BigMM 2016),
April 20-22, Taipei, Taiwan
27. Yang Cao, Chung-Horng Lung, and Samuel A. Ajila, Constraint-based Multi-tenant SaaS
Deployment Using Feature Modeling and XML Filtering Techniques,
IEEE-COMPSAC-2015 workshop: 12th International Workshop on Software
Cybernetics (IWSC-2015), pp 454 – 459, July 1 – 5, 2015, Taichung, Taiwan.
28. Duo Liu, Chung-Horng Lung, and Samuel A. Ajila, Adaptive Clustering Techniques for Software
Components and Architecture, IEEE-COMPSAC-2015 workshop: 12th
International Workshop on Software Cybernetics (IWSC – 2015), pp 460 – 465,
July 1 – 5, 2015, Taichung, Taiwan.
29. Ali Yadavar Nikravesh, Samuel A. Ajila, and Chung-Horng Lung,
Evaluating the sensitivity of an
Auto-Scaling Decisions in an Environment with Different Workload Patterns,
2015 IEEE-COMPSAC The 39th Annual International Computers, Software
& Applications Conference, pp 415 – 420, July 1 – 5, 2015, Taichung, Taiwan
30. Fikirte Teka, Chung-Horng Lung, and Samuel A. Ajila, Seamless Live Virtual Machine Migration with
Cloudlets and Multipath TCP, 2015 IEEE COMPSAC The 39th Annual
International Computers, Software & Applications Conference, pp 607 – 616,
July 1 – 5, 2015, Taichung, Taiwan
31. Ali Yadavar Nikravesh, Samuel A. Ajila, and Chung-Horng
Lung, Towards an Autonomic Auto-Scaling
Prediction System for Cloud Resource Provisioning, ICSE/SEAMS 2015 IEEE/ACM
10th International Symposium on Software Engineering for Adaptive and
Self-Managing Systems, pp 35 – 45, May 18 – 19, 2015, Firenze, Italy
32. Ali Yadavar Nikravesh, Samuel A. Ajila, and Chung-Horng
Lung, Measuring Prediction Sensitivity of
a Cloud Auto-scaling System, 2014 IEEE COMPSACW 7th International workshop
on Service Science and Systems, pp 690 – 695, July 21 – 25, 2014, Vasteras,
Sweden
33. Ali Yadavar Nikravesh, Samuel A. Ajila, and Chung-Horng
Lung, Cloud Resource Autoscaling System
based on Hidden Markov Model (HMM), 2014 IEEE International Conference on
Semantic Computing (IEEE-ICSC), June 16 – 18, 2014, pp 124 – 127, Newport
Beach, CA USA
34. Abdulaziz Alkhalid, C.-H. Lung, and S. Ajila, Towards Efficient Software Deployment in the
Cloud Using Requirements Decomposition, Proc. of the Workshop on
Requirements Engineering, in collaboration with the 5th IEEE CloudCom, Dec. 2013, pp. 100–105.
37. Sajjad Mahmood and Samuel A. Ajila, Software Requirements Elicitation – A
Controlled Experiment to Measure the Impact of a Native Natural Language, COMPSAC
2013 - The 37th Annual
International Computer Software & Applications Conference, pp 437-442,
Kyoto, Japan July 22-26, 2013
38. Chung-Horng Lung, Abdulaziz
Alkhalid, Duo Liu, Samuel Ajila, Software Architecture Decomposition Using Clustering Techniques, COMPSAC 2013 - The 37th Annual International Computer
Software & Applications Conference, pp 806-811, Kyoto, Japan July 22-26,
2013
39. Yoonsoon Chang and Samuel A. Ajila, Design and Implementation of Experimental
SPB Network Simulator on NS-3, The 26th Canadian Conference on Electrical
and Computer Engineering – IEEE Canada (CCECE 2013), May 5 – 8, 2013, Regina,
SK, Canada
40. Akindele A. Bankole and Samuel Ajila, Predicting Cloud Resource Provisioning using
Machine Learning Techniques, The 26th Canadian Conference on Electrical and
Computer Engineering – IEEE Canada (CCECE 2013), May 5 – 8, 2013, Regina, SK,
Canada
41. Abdulaziz
Alkhalid, Chung-Horng Lung and Samuel A. Ajila, Software Architecture Decomposition Using Adaptive K-Nearest Neighbor
Algorithm, The 26th Canadian Conference on Electrical and Computer
Engineering – IEEE Canada (CCECE 2013), May 5 – 8, 2013, Regina, SK, Canada
42. Akindele
A. Bankole and Samuel A. Ajila, Cloud Client Prediction Models for Cloud Resource
Provisioning in a Multitier Web Application Environment, The 7th IEEE International Symposium on
Service-Oriented System Engineering (IEEESOSE 2013), pp 156-161, San Francisco
Bay, USA March 25 – 28, 2013
43. Samuel A.
Ajila, Software Product Line Market
Repositioning – The Power of Functional Groups, In Proceedings of PICMET
'12 -Technology Management for Emerging Technologies, pp 1640 – 1650, July 29 -
August 2, 2012, Vancouver, BC, Canada
44. Samuel A. Ajila, Angad. S. Gakhar, Chung H. Lung, and
Marzia Zaman, Reusing and Converting Code
Clones to Aspects – An Algorithmic Approach, In 2012 IEEE International
Conference on Information Reuse and Integration (IEEE IRI-2012) pp 9 -16,
August 8-10, 2012, Las Vegas, NV, USA.
Old Notable Publications
1. Samuel A. Ajila, Software Maintenance: An Approach
to impact Analysis of Objects Change, International Journal of
Software Practice and Experience, Vol. 25(10) , 1995, pp. 1155-1181 pdf
2. Samuel A. Ajila, Software Process Assistance: Management
of objects modifications in an Integrated Software Engineering Environment,
Nigerian Journal of Science, Vol. 28(3), 1994, pp 249 – 264
3. Samuel A. Ajila, Jean Claude DERNIAME, and Henri
BASSON (1995) - A Logic-Based Approach to Impact Analysis of Objects Change, In
Practical Application of Prolog PAP'95, pp 1-23,
Paris, France.
4. Samuel A. Ajila, Henri BASSON, and Jean Claude
DERNIAME, WHAT-IF: A function to estimate the impacts of potential changes in a
Software, In Software Quality Management II: Building Quality into Software,
(SQM 1994), Vol. 2, pp. 379-394, Edinburgh, Scotland.