Bharath Samanthula is a tenure-track Assistant Professor in the Department of Computer Science at
Montclair State University. He teaches courses on cryptography, computer and network security, and conducts research on privacy-enhanced models, distributed data mining
algorithms and information security.
Currently, I am serving as the Graduate Program Coordinator for MS-Cybersecurity program.
If you are interested in learning more about our program, please contact me at samanthulab@montclair.edu
Prior to joining MSU, Dr. Samanthula worked as a postdoctoral research associate in the Cyber Center
Department and also served as a visiting assistant professor in the
Department of Computer Science at
Purdue University, West Lafayette, IN.
He received the Ph.D. degree in computer science from the
Missouri University of Science and Technology, Rolla, in 2013 and the
bachelor's degree in computer science and engineering from the
International Institute of
Information Technology, Hyderabad, India, in 2008. He is a member of IEEE and ACM.
The primary goal of my research is to construct better security and privacy-aware models in distributed computing
environments. My research interests span across the following areas:
- Information Security and Privacy
- Applied Cryptography
- Big Data Analytics and Management
- Cloud Computing
- Wireless Sensor Networks
- Online Social Networks
- Cyber-Physical Systems
My current work centers around the development of privacy-enhanced techniques for various distributed data management and analytical
tasks in the fields of Cloud Computing, Online Social Networks, Wireless Sensor Networks and Smart Grids.
Additionally, I am investigating novel approaches to invigorate STEM education in local schools via the development of
computational thinking tools and virtual cloud-based interactive Web platforms.
Selected Projects
- Privacy-Preserving and Collaborative Data Analytics in Cloud
- Optimized Secure Data Aggregation in Wireless Sensor Networks
- Privacy-Aware and User-Centric Data Management in Cloud
- Secure Retrieval of Top-K Similar Documents in Outsourced Databases
Journal Articles
- Allen Yang, Boxiang Dong, Dawei Li, Weifeng Sun and Bharath K. Samanthula,
"DeepICU: Imbalanced Classification by using Deep Neural Networks for Network Intrusion Detection",
International Journal of Big Data Intelligence. To appear.
- Debasmita Basu, Nicole Panorkou, Michelle Zhu, Pankaj Lal and Bharath K. Samanthula,
"Exploring the Mathematics of Gravity", Mathematics Teaching in the Middle School
Journal, National Council of Teachers of Mathematics. To appear.
- Bharath K. Samanthula and Wei Jiang, "Secure Multiset Intersection Cardinality and its Application to Jaccard Coefficient",
IEEE Transactions on Dependable and Secure Computing (TDSC), vol. 13, no. 5, pp. 591-604, 2016.
- Bharath K. Samanthula, Lei Cen, Wei Jiang and Luo Si, "Privacy-Preserving and Efficient Friend Recommendation in Online
Social Networks", Transactions on Data Privacy (TDP), June 27, 2015.
- Bharath K. Samanthula, Yousef Elmehdwi and Wei Jiang, "k-Nearest Neighbor Classification over
Semantically Secure Encrypted Relational Data",
IEEE Transactions on Knowledge and Data Engineering (TKDE), October 19, 2014.
- Bharath K. Samanthula and Wei Jiang, "A Randomized Approach for Structural and Message based Private
Friend Recommendation in Online Social Networks",
State of the Art Applications of Social Network Analysis,
Lecture Notes in Social Networks, Springer, May 15, 2014.
- Bharath K. Samanthula, Hu Chun, Wei Jiang and Bruce M. McMillin,
"Secure and
Threshold-based Power Usage Control in Smart Grid Environments",
International Journal of Parallel, Emergent and Distributed Systems (IJPEDS),
Taylor & Francis, November 6, 2013.
- Bharath K. Samanthula and Wei Jiang, "Interest-Driven Private Friend Recommendation",
Knowledge and Information Systems (KAIS), Springer, October 15, 2013.
- Bharath K. Samanthula, Yousef Elmehdwi, Gerry Howser and Sanjay Madria,
"A Secure Data
Sharing and Query Processing Framework via Federation of Cloud Computing",
Information Systems, an Elsevier Journal, August 31, 2013.
Refereed Conferences and Workshops
- Bharath K. Samanthula, Mirza Mehran, Michelle M. Zhu, Nicole Panorkou and Pankaj Lal,
"Experiences Toward An Interactive Cloud-Based Learning System for STEM Education", In the
10th IEEE Integrated STEM Education Conference (ISEC), Princeton, NJ, USA, 2020.
- Boxiang Dong, Wendy Hui Wang, Aparna S. Varde, Dawei Li, Bharath K. Samanthula,
Weifeng Sun and Liang Zhao, "Cyber Intrusion Detection by Using Deep Neural Networks
with Attack-sharing Loss", In the IEEE International Conference on Big Data Intelligence
and Computing (IEEE DataCom), Kaohsiung, Taiwan, November 18-21, 2019.
- Bharath K. Samanthula, Salha Albehairi and Boxiang Dong, "A Privacy-Preserving
Framework for Collaborative Association Rule Mining in Cloud", In the IEEE International
Conference on Cloud and Fog Computing Technologies and Applications (IEEE Cloud Summit), Washington D.C., USA, August 8-10, 2019.
- Mona Alkanhal and Bharath K. Samanthula, "A Privacy-Aware Framework for Friend
Recommendations in Online Social Networks", In the 22nd IEEE International Conference
on Computational Science and Engineering (IEEE CSE), New York, USA, August 1-3, 2019.
- Michelle Zhu, Nicole Panorkou, Sowmith Etikyala, Debasmita Basu, Taheeda Street-Conaway, Pricilla Iranah, Daniel Mazol, Corey Hannum, Ryan Marshall, Pankaj Lal and Bharath K. Samanthula,
"Steerable Environmental Simulations for Exploratory Learning", World Conference on E-Learning, Las Vegas, Nevada, October 15-18, 2018.
- Bharath K. Samanthula, James Liporace and Martin Issiov, "A Privacy-Aware and User-Centric Approach for Query Processing in Cloud", IEEE International Conference on Smart Cloud, New York, USA, September 21-23, 2018.
- Sam Forman and Bharath K. Samanthula, "Secure Similar Document Detection: Optimized Computation Using the Jaccard Coefficient",
in the 4th IEEE International Conference on Big Data Security on Cloud (BigDataSecurity), Omaha, NE, USA, May 3-5, 2018.
- Michelle Zhu, Nicole Panorkou, Pankaj Lal, Sowmith Etikyala, Erell Feb Germia, Pricilla Iranah, Bharath K. Samanthula and Debasmita Basu, "Integrating Interactive Computer Simulations into K-12 Earth and Environmental Science", In the 8th IEEE Integrated STEM Education Conference (ISEC), Princeton, NJ, USA, March 10, 2018.
- Bharath K. Samanthula, "Privacy-preserving outsourced
collaborative frequent itemset mining in the cloud", In the IEEE International Conference on Big Data, Boston, MA, USA, December 11-14, 2017.
- Martin Issiov and Bharath K. Samanthula, Efficient Secure Comparison Over Encrypted
Integers and Its Application to Privacy-Preserving Range Query in Cloud", In the IEEE
MIT Undergraduate Research Technology Conference (URTC), Massachusetts Institute of
Technology (MIT), Cambridge, MA, USA, November 3-5, 2017.
- Scott Thompson and Bharath K. Samanthula, "Optimized Secure Data Aggregation in
Wireless Sensor Networks", In the 15th International Conference on Privacy, Security and Trust (PST),
Calgary, Alberta, Canada, August 28-30, 2017.
- Fang-Yu Rao, Bharath K. Samanthula, Elisa Bertino, Xun Yi and Dongxi Liu,
"Privacy-Preserving and Outsourced Multi-User k-Means Clustering", In the IEEE International Conference on Collaboration and Internet Computing (CIC), Hangzhou, China, October 27-30, 2015. [Best Paper Award]
- Bharath K. Samanthula, Fang-Yu Rao, Elisa Bertino and Xun Yi, "Privacy-Preserving Protocols for Shortest Path Discovery over Outsourced Encrypted Graph Data", In the 16th IEEE International Conference on Information Reuse and Integration (IRI), San Francisco, California,
USA, August 13-15, 2015.
- Elisa Bertino and Bharath K. Samanthula ,
"Security with Privacy - A Research Agenda", In the 10th IEEE International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom), Miami, Florida, USA, October 22-25, 2014.
- Bharath K. Samanthula , Wei Jiang and Elisa Bertino,
"Privacy-Preserving Complex Query
Evaluation over Semantically Secure Encrypted Data", In
the 19th European Symposium on Research in Computer Security (ESORICS), Wroclaw, Poland, September 7-11, 2014.
- Yousef Elmehdwi, Bharath K. Samanthula and Wei Jiang,
"Secure k-Nearest Neighbor Query over Encrypted Data in Outsourced Environments", In the IEEE 30th International Conference on Data Engineering (ICDE),
Chicago, IL, USA, March 31-April 4, 2014.
- Bharath K. Samanthula and Wei Jiang, "Efficient Privacy-Preserving Range
Queries over Encrypted Data in Cloud Computing", In the
IEEE 6th International Conference on Cloud Computing (CLOUD), Santa Clara
Marriott, CA, USA, June 27-July 2, 2013.
- Bharath K. Samanthula, Wei Jiang and Sanjay Madria,
"A Probabilistic Encryption based Min/Max Computation in Wireless Sensor Networks", In the 14th IEEE International Conference on Mobile Data Management (MDM), Milan,
Italy, June 3-6, 2013.
- Bharath K. Samanthula, Chun Hu and Wei Jiang, "An Efficient and Probabilistic Secure Bit-Decomposition",
In the 8th ACM Symposium on Information, Computer and Communications
Security (ASIACCS), Hangzhou, China, May 8-10, 2013.
- Bharath K. Samanthula, Gerry Howser, Yousef Elmehdwi and Sanjay Madria, "An Efficient and Secure
Data Sharing Framework using Homomorphic Encryption in the Cloud",
ACM International Workshop on Cloud Intelligence (Cloud-I) in conjunction
with VLDB 2012, Istanbul, Turkey, August 31, 2012.
- Bharath K. Samanthula and Wei Jiang, "Structural and Message
based Private Friend Recommendation", In Proceedings of IEEE/ACM International
Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012),
Kadir Has University, Istanbul, Turkey, August 26 - 29, 2012.
- Wei Jiang and Bharath K. Samanthula, "A Secure and Distributed Framework
to Identify and Share Needed Information", In the 3rd IEEE International Conference
on Privacy, Security, Risk and Trust (PASSAT 2011), MIT, Boston, USA, October 9-11, 2011.
- Wei Jiang and Bharath K. Samanthula, "N-Gram Based Secure Similar Document Detection",
In the 25th Annual WG 11.3 Conference on Data and Applications
Security (DBSEC 2011), Richmond, Virginia, July 11-13, 2011.