Home
@2011 La Jolla Shores,
San Diego, USA
Welcome to my homepage. I have completed my PhD from the Department of Computer Science and Engineering at University of California San Diego (UCSD), USA working under Professor Rajesh Gupta in the Microelectronic Embedded Systems Laboratory (MESL). My research interest lies in the areas of Big Data Analytics, Cloud Computing Systems, Natural Language Processing and Systems for Machine Learning Applications. During my PhD, I have developed and implemented energy efficient load balancing algorithms for data centers and cloud.
I am working as a Professor in the Department of Computer Science and Engineering (CSE) at Bangladesh University of Engineering and Technology (BUET). I received my MSc Engg. and BSc Engg. degree in CSE from BUET in 2008 and 2006 respectively. I did research on Computational Geometry and Combinatorics as part of my theses works.
Notice: I am recruiting PhD, MSc and BSc students for research in the areas of Big Data Analytics, Cloud Computing Systems, Natural Language Processing and Systems for Machine Learning Applications. Interested students are requested to contact me.
Recent Publications:
Copyright Notice: Permission to make digital/hard copy of all or part of any of the following publications for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage. These publications are covered by copyright of the authors and publishing agencies.
Zaber Ibn Abdul Hakim, Rasman Mubtasim Swargo and Muhammad Abdullah Adnan, "Exploring Attention Mechanisms in Integration of Multi-Modal Information for Sign Language Recognition and Translation", IEEE International Conference on Image Processing (ICIP 2024) , Abu Dhabi, United Arab Emirates, 27-30 October, 2024. [h5-index: 61]
Iftekhar E Mahbub Zeeon, Mir Mahathir Mohammad and Muhammad Abdullah Adnan, "BTVSL: A Novel Sentence-Level Annotated Dataset for Bangla Sign Language Translation", The 18th IEEE International Conference on Automatic Face and Gesture Recognition (IEEE FG 2024), Istanbul, Turkey, 27-31 May, 2024. [h5-index: 47]
Md Shohel Khan, Rubaiyat Sha Fardin Siam and Muhammad Abdullah Adnan, “A Framework for Checking and Mitigating the Security Vulnerabilities of Cloud Service RESTful API", Service Oriented Computing and Applications (SOCA), Springer, 2024 (accepted). [impact factor: 1.8].
Israt Jahan Mouri, Muhammad Ridowan and Muhammad Abdullah Adnan, “XGDFed: Exposing Vulnerability in Byzantine Robust Federated Binary Classifiers with Novel Aggregation-Agnostic Model Poisoning Attack,” Proc. of the The 48th IEEE International Conference on Computers, Software, and Applications (COMPSAC 2024), Osaka, Japan, July 2 - 4, 2024. [h5-index: 32]
Md Hasebul Hasan, Md Shariful Islam Khan, Md Shafayatul Haque, Ajmain Yasar Ahmed and Muhammad Abdullah Adnan, “GuardFL: Detection and Removal of Malicious Clients Through Majority Consensus,” Proc. of the The 48th IEEE International Conference on Computers, Software, and Applications (COMPSAC 2024), Osaka, Japan, July 2 - 4, 2024. [h5-index: 32]
Nazmul Takbir, Tahmeed Tarek and Muhammad Abdullah Adnan, “Creek: Leveraging Serverless for Online Machine Learning on Streaming Data” Proc. of the 14th International Conference on Cloud Computing and Services Science (CLOSER'24), Angers, France, May 2 - 4, 2024.
Israt Jahan Mouri, Muhammad Ridowan and Muhammad Abdullah Adnan, “Data Poisoning Attacks and Mitigation Strategies on Federated Support Vector Machines", Springer Nature Computer Science, Springer, Volume 5, Article Number 241, 2024. [impact factor: 3.78].
Israt Jahan Mouri, Muhammad Ridowan and Muhammad Abdullah Adnan, “Towards Poisoning of Federated Support Vector Machines with Data Poisoning Attacks” Proc. of the 13th International Conference on Cloud Computing and Services Science (CLOSER'23), Prague, Czech Republic, April 26 - 28, 2023. [Best Student Paper Nomination]
Santa Maria Shithil and Muhammad Abdullah Adnan, "A Prediction Based Replica Selection Strategy for Reducing Tail Latency in Geo-Distributed Systems", IEEE Transactions on Cloud Computing, Vol11, Issue 3, pp 2954 - 2965, IEEE, 2023. [Impact Factor. 5.938]
Md. Saqib Hasan, Rukshar Alam and Muhammad Abdullah Adnan , "Compressed Neural Architecture Utilizing Dimensionality Reduction and Quantization", International Journal on Applied Intelligence (APIN), Vol 53, pp 1271–1286, Springer, 2023. [impact factor: 5.086]
Sabuj Laskar and Muhammad Abdullah Adnan, "Fast Support Vector Machine Using Singular Value Decomposition", 2022 IEEE International Conference on Big Data (IEEE BigData 2022), Osaka, Japan, December 2022. [h5-index: 52]
Tropa Mahmood and Muhammad Abdullah Adnan, "Detecting Fake Co-visitation Injection Attack in Graph-based Recommendation Systems," Proc. of the 9th International Conference on Networking, Systems and Security (NSysS 2022), Cox's Bazar, Bangladesh, 2022. [Best Paper Award]
T.M. Tariq Adnan, Md. Saiful Islam, Tarikul Islam Papon, Shourav Nath and Muhammad Abdullah Adnan, "UACD: A Local Approach for Identifying the Most Influential Spreaders in Twitter in a Distributed Environment", Journal on Social Network Analysis and Mining (SNAM), Vol 12, Article 37, Springer, 2022. [impact factor: 2.629]
Sharafat Ibn Mollah Mosharraf and Muhammad Abdullah Adnan, "Improving Lookup and Query Execution Performance in Distributed Big Data Systems using Cuckoo Filter", Journal of Big Data, Vol 9, Article 12, Springer, 2022. [impact factor: 10.835]
Md. Rafi-Ur-Rashid, Mahim Mahbub and Muhammad Abdullah Adnan, “Breaking the Curse of Class Imbalance: Bangla Text Classification,” ACM Transactions on Asian and Low-Resource Language Information Processing, Volume 21, Issue 5, Article No. 97, pp 1–21, ACM, 2022. [impact factor: 1.413]
Israt Jahan Mouri, Muhammad Ridowan and Muhammad Abdullah Adnan, “RS-PKE: Ranked Searchable Public-Key Encryption for Cloud-Assisted Lightweight Platforms,” The 12th ACM Conference on Data and Application Security and Privacy (ACM CODASPY '22), Washington DC, United States, ACM, April 24 - 26, 2022.
Md. Rafi-Ur-Rashid, Mahim Mahbub and Muhammad Abdullah Adnan, “BAND: A Benchmark Dataset for Bangla News Audio Classification,” ACM Multimedia Asia, Gold Coast (MMAsia ’21), Australia, 1 - 3 December, ACM 2021.
Md. Saqib Hasan, Rukshar Alam and Muhammad Abdullah Adnan , "Neuro-scientific Analysis of Weights in Neural Networks", The International Journal of Pattern Recognition and Artificial Intelligence, World Scientific, Vol. 35, No. 14, 2021. [impact factor: 1.375]
T.M. Tariq Adnan, Md. Mehrab Tanjim and Muhammad Abdullah Adnan, "Fast, Scalable and Geo-Distributed PCA for Big Data Analytics", Elsevier Journal on Information Systems, Elsevier, Vol 98, 2021. [impact factor: 2.466]
Md. Saqib Hasan, Rukshar Alam and Muhammad Abdullah Adnan , "Truth or Lie: Pre-emptive Detection of Fake News in Different Languages Through Entropy-based Active Learning and Multi-model Neural Ensemble", IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM 2020), Virtual, 7-10 December, 2020.
Tarik Reza Toha, A. S. M. Rizvi, Jannatun Noor, Muhammad Abdullah Adnan, A. B. M. Alim Al Islam , Towards Greening MapReduce Clusters Considering both Computation Energy and Cooling Energy, IEEE Transactions on Parallel and Distributed Systems (IEEE TPDS), Vol 12, 2021. [impact factor: 8.41]
Nafis Sadeq, Nafis Tahmid Chowdhury, Farhan Tanvir Utshaw, Shafayat Ahmed and Muhammad Abdullah Adnan, "Improving End-to-End Bangla Speech Recognition with Semi-supervised Training," In Findings of the Association for Computational Linguistics: EMNLP 2020 (Findings of EMNLP), Vol1, 2020.
Syeda Nahida Akter and Muhammad Abdullah Adnan, "WeightGrad: Geo-Distributed Data Analysis Using Quantization for Faster Convergence and Better Accuracy," Proc. of ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM SIGKDD 2020), San Diego, CA, USA, August 23-27, 2020. [pdf] [h5-index: 90] [Awarded Student Travel Award]
Nafis Sadeq, Shafayat Ahmed, Sudipta Saha Shubha, Md. Nahidul Islam, Muhammad Abdullah Adnan, "Bangla Voice Command Recognition in End-To-End System using Topic Modeling Based Contextual Rescoring", Proc. of the 45th IEEE International Conference on Acoustics, Speech, and Signal Processing (IEEE ICASSP 2020), Barcelona, Spain, May 4-8, 2020. [pdf] [h5-index: 80]
Shafayat Ahmed, Nafis Sadeq, Sudipta Saha Shubha, Md. Nahidul Islam, Muhammad Abdullah Adnan and Mohammad Zuberul Islam, "Preparation of Bangla Speech Corpus from Publicly Available Audio & Text", Proc. of the 12th International Conference on Language Resources and Evaluation (LREC 2020), Paris, France, May 11-16, 2020. [pdf] [h5-index: 45]
Md. Shamsul Arifin Mozumder and Muhammad Abdullah Adnan, "CloudPush: Smart Delivery of Push Notification to Secure Multi-User Support for IoT Devices", Proc. of IEEE International Conference on Cloud Engineering (IEEE IC2E 2020), Sydney, Australia, April, 2020. [pdf] [h5-index: 27]
Khondokar Solaiman and Muhammad Abdullah Adnan, "WLEC: A Not So Cold Architecture to Mitigate Cold Start Problem in Serverless Computing", Proc. of IEEE International Conference on Cloud Engineering (IEEE IC2E 2020), Sydney, Australia, April, 2020. [pdf] [h5-index: 27]
Md. Touhidul Islam and Muhammad Abdullah Adnan, "Reducing Storage Requirement in Blockchain Networks Using Overlapping Data Distribution," Proc. of International Conference on Blockchain (ICBC 2020), Springer LNCS, Honolulu, Hawaii, USA, August 12 - 14, 2020.
Santa Maria Shithil and Muhammad Abdullah Adnan, "A Prediction Based Replica Selection Strategy for Reducing Tail Latency in the Distributed System", Proc. of the IEEE International Conference on Cloud Computing (IEEE Cloud 2020), Beijing, China, October 19 – 23, 2020. [h5-index: 31]
Zeenat Islam, Md Moniruzzaman and Muhammad Abdullah Adnan, "Energy Efficient Decentralized Geographical Load Balancing via Dynamic Deferral of Workload", Proc. of the IEEE International Conference on Cloud Computing (IEEE Cloud 2020), Beijing, China, October 19 – 23, 2020. [h5-index: 31]
Ranak Roy Chowdhury, Muhammad Abdullah Adnan, and Rajesh Gupta, "Real Time Principal Component Analysis", ACM Transactions on Data Science (ACM TDS 2020), Vol. 1, No. 2, Article 10, ACM, June 2020. [pdf] [impact factor: 3.290]
Tasnim Kabir and Muhammad Abdullah Adnan, "A Scalable Algorithm for Multi-class Support Vector Machine on Geo-Distributed Datasets", Proc. of the IEEE International Conference on Big Data (IEEE BigData 2019), Los Angeles, CA, USA, Dec 9-12, 2019. [pdf] [h5-index: 41]
Sudipta Saha Shubha, Nafis Sadeq, Shafayat Ahmed, Md. Nahidul Islam, Muhammad Abdullah Adnan, Md. Yasin Ali Khan and Mohammad Zuberul Islam, "Customizing Grapheme-to-Phoneme System for Non-Trivial Transcription Problems in Bangla Language", Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2019), Minneapolis, USA, June 02-07, 2019. [pdf] [h5-index: 90] [Awarded ACL Travel Grant]
Ranak Roy Chowdhury, Muhammad Abdullah Adnan, and Rajesh Gupta, "Real Time Principal Component Analysis", Proc. of the 35th IEEE International Conference on Data Engineering (IEEE ICDE 2019), Macau, China, April 08-12, 2019. [pdf] [h5-index: 56]
Sumaiya Tabassum Nimi, Md. Adnan Arefeen and Muhammad Abdullah Adnan, "CerebLearn: Biologically Motivated Learning Rule for Artificial Feedforward Neural Networks," International Joint Conference on Computational Intelligence (IJCCI 2019), Springer LNCS, Dhaka, Bangladesh, 2019. [pdf]
Md Shohel Khan, Ratul Sikder and Muhammad Abdullah Adnan, "A Hybrid Approach for Synchronizing Clocks in Distributed Systems," Proc. of International Conference on Cloud Computing (CLOUD 2019), Springer LNCS, San Diego, CA, USA, June 2019. [pdf]
Sharafat Ibn Mollah Mosharraf and Muhammad Abdullah Adnan, "Improving Query Execution Performance in Big Data using Cuckoo Filter", Proc. of the IEEE International Conference on Big Data (IEEE BigData 2018), Seattle, WA, USA, Dec 10-13, 2018. [pdf] [h5-index: 41]
Samiha Islam Abrita, Moumita Sarker, Faheem Abrar, Muhammad Abdullah Adnan, "Benchmarking VM Startup Time in the Cloud", Proc. of International Symposium on Benchmarking, Measuring and Optimizing (Bench 2018), co-located with the IEEE International Conference on Big Data (IEEE BigData), Seattle, WA, USA, Dec 10-13, 2018.
Md. Fazlay Rabbi Masum Billah and Muhammad Abdullah Adnan, "SMARTLET: A Dynamic Architecture for Real Time Face Recognition in Smartphone Using Cloudlets and Cloud ", Elsevier Journal on Big Data Research, Elsevier, Volume 17, Pages 45-55, September 2019. [pdf] [impact factor: 2.673]
Md. Mehrab Tanjim and Muhammad Abdullah Adnan, "sSketch: A Scalable Sketching Technique for PCA in the Cloud", Proc. of the 11th ACM International Conference on Web Search and Data Mining (ACM WSDM 2018), Los Angeles, California, USA, 2018. [pdf] [h5-index: 55] [Awarded ACM SIGIR Travel Grant]
Md. Delwar Hossain and Muhammad Abdullah Adnan, "Secured and High Performance Distributed Big Data Storage in Cloud Systems," Proc. of the 3rd International Conference on Computer and Communication Systems (ICCCS 2018), April 27-30, Nagoya, Japan, 2018.
Tasnim Kabir and Muhammad Abdullah Adnan, "A Dynamic Searchable Encryption Scheme for Secure Cloud Server Operation Reserving Multi-keyword Ranked Search," Proc. of the 4th International Conference on Networking, Systems and Security (NSysS), Dhaka, Bangladesh, 2017.
Naw Safrin Sattar, Muhammad Abdullah Adnan, and Maimuna Begum Kali, "Secured Aerial Photography using Homomorphic Encryption," Proc. of International Conference on Networking, Systems and Security (NSysS), Dhaka, Bangladesh, 2017. [pdf]
Mohammad Khaliqur Rahman and Muhammad Abdullah Adnan, "Dynamic Weight on Static Trust for Trustworthy Social Media Networks", Proc. of IEEE International Conference on Privacy, Security and Trust (IEEE PST 2016), Auckland, New Zealand, 2016. [pdf]
Shibbir Ahmed, Mahamudul Hasan, Md. Nazmul Hoq and Muhammad Abdullah Adnan, "User Interaction Analysis to Recommend Suitable Jobs in Career-Oriented Social Networking Sites," Proc. of International Conference on Data and Software Engineering (ICoDSE), Bali, Indonesia, 2016.
Muhammad Abdullah Adnan, Ryo Sugihara, Yan Ma and Rajesh Gupta, "Energy-Optimized Dynamic Deferral of Workload for Capacity Provisioning in Data Centers", Proc. of International Green Computing Conference (IGCC), Arlington, VA, USA, June 2013. [pdf]
Muhammad Abdullah Adnan, Balakrishnan Narayanaswamy and Rajesh Gupta, "Online Reservation and Deferral of EV Charging Tasks to Reduce Energy Use Variability in Smart Grids," Proc. of IEEE International Conference on Smart Grid Communications (SmartGridComm), Venice, Italy 2014. [pdf]
Muhammad Abdullah Adnan and Rajesh Gupta, "Workload Shaping to Mitigate Variability in Renewable Power Use by Data Centers," Proc. of IEEE International Conference on Cloud Computing (CLOUD), Alaska, USA, June 2014. (Acceptance rate 20%) [pdf]
Muhammad Abdullah Adnan and Rajesh Gupta, "Path Consolidation for Dynamic Right-sizing of Data Center Networks," Proc. of IEEE International Conference on Cloud Computing (CLOUD), Santa Clara, USA, June 2013. [pdf]
Muhammad Abdullah Adnan and Rajesh Gupta, "Utility-Aware Deferred Load Balancing in the Cloud Driven by Dynamic Pricing of Electricity," Proc. of ACM/IEEE Design Automation and Test in Europe (DATE), Grenoble, France, March 2013. [pdf]
Muhammad Abdullah Adnan, Ryo Sugihara and Rajesh Gupta, "Energy Efficient Geographical Load Balancing via Dynamic Deferral of Workload," Proc. of IEEE International Conference on Cloud Computing (CLOUD), Honolulu, Hawaii, USA, June 2012. (Acceptance rate 48/282 = 17%) [pdf]