Data and Software Engineering

Research output

Publications per year 2012 2013 2019 2024

• 30 Conference contribution
• 20 Article
• 3 Comment/debate
• 3 Conference article
• 3 More
  • 1 Chapter
  • 1 Paper
  • 1 Review article

Publications per year

Publications per year

Search results

• 2023

  AI ATAC 1: An Evaluation of Prominent Commercial Malware Detectors

  Bridges, R. A., Weber, B., Beaver, J. M., Smith, J. M., Verma, M. E., Norem, S., Spakes, K., Watson, C., Nichols, J. A., Jewell, B., Iannacone, M. D., Stahl, C. D., Huffer, K. M. T. & Oesch, T. S., 2023, Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023. He, J., Palpanas, T., Hu, X., Cuzzocrea, A., Dou, D., Slezak, D., Wang, W., Gruca, A., Lin, J.C.-W. & Agrawal, R. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1620-1629 10 p. (Proceedings - 2023 IEEE International Conference on Big Data, BigData 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Cybersecurity 100%
  • Malware Detector 100%
  • Detection Statistic 66%
  • Virtual Machine 33%
  • Parallelization 33%

• A Privacy-Aware Federated Learning Framework for Distributed Energy Resource Analytics in Constrained Environments

  Sundararajan, A., Bridges, R. A., Olama, M. & Ferrari, M., 2023, 2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023. Institute of Electrical and Electronics Engineers Inc., p. 155-159 5 p. (2023 IEEE PES Innovative Smart Grid Technologies Latin America, ISGT-LA 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Learning Framework 100%
  • Constrained Environment 100%
  • Federated Learning 100%
  • Cloud Computing 50%
  • Edge Computing 50%
• 2022

  A Mathematical Framework for Evaluation of SOAR Tools with Limited Survey Data

  Norem, S., Rice, A. E., Erwin, S., Bridges, R. A., Oesch, S. & Weber, B., 2022, Computer Security. ESORICS 2021 International Workshops - CyberICPS, SECPRE, ADIoT, SPOSE, CPS4CIP, and CDT and SECOMANE, 2021. Katsikas, S., Lambrinoudakis, C., Cuppens, N., Mylopoulos, J., Kalloniatis, C., Meng, W., Furnell, S., Pallas, F., Pohle, J., Sasse, M. A., Abie, H., Ranise, S., Verderame, L., Cambiaso, E., Maestre Vidal, J. & Sotelo Monge, M. A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 557-575 19 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13106 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Survey Data 100%
  • Streamlines 100%
  • Security Operations Centers 100%
  • Cybersecurity 33%
  • Future Development 16%
  2 Scopus citations

• Secure Collaborative Environment for Seamless Sharing of Scientific Knowledge

  Yoginath, S., Doucet, M., Bhowmik, D., Heise, D., Alamudun, F., Yoon, H. J. & Stanley, C., 2022, Driving Scientific and Engineering Discoveries Through the Integration of Experiment, Big Data, and Modeling and Simulation - 21st Smoky Mountains Computational Sciences and Engineering, SMC 2021, Revised Selected Papers. Nichols, [.-N., Maccabe, [.-N. ‘., Nutaro, J., Pophale, S., Devineni, P., Ahearn, T. & Verastegui, B. (eds.). Springer Science and Business Media Deutschland GmbH, p. 139-156 18 p. (Communications in Computer and Information Science; vol. 1512 CCIS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Scientific Knowledge 100%
  • Differential Privacy 50%
  • Use Case 50%
  • Computing Platform 50%
  • Exascale Computing 50%
• 2021

  D2U: Data Driven User Emulation for the Enhancement of Cyber Testing, Training, and Data Set Generation

  Oesch, S., Bridges, R. A., Verma, M., Weber, B. & Diallo, O., Aug 9 2021, Proceedings of CSET 2021 - 14th Workshop on Cyber Security Experimentation and Test. Association for Computing Machinery, p. 17-26 10 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • User Behavior 100%
  • Generative Model 100%
  • User Data 50%
  • Intrusion Detection System 50%
  • Model Generation 50%
  2 Scopus citations
• 2020

  An Assessment of the Usability of Machine Learning Based Tools for the Security Operations Center

  Oesch, S., Bridges, R., Smith, J., Beaver, J., Goodall, J., Huffer, K., Miles, C. & Scofield, D., Nov 2020, Proceedings - IEEE Congress on Cybermatics: 2020 IEEE International Conferences on Internet of Things, iThings 2020, IEEE Green Computing and Communications, GreenCom 2020, IEEE Cyber, Physical and Social Computing, CPSCom 2020 and IEEE Smart Data, SmartData 2020. Institute of Electrical and Electronics Engineers Inc., p. 634-641 8 p. 9291520. (Proceedings - IEEE Congress on Cybermatics: 2020 IEEE International Conferences on Internet of Things, iThings 2020, IEEE Green Computing and Communications, GreenCom 2020, IEEE Cyber, Physical and Social Computing, CPSCom 2020 and IEEE Smart Data, SmartData 2020).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Security Operations Centers 100%
  • Machine Learning 100%
  • Learning System 100%
  • Research Community 20%
  • Testbed 20%
  5 Scopus citations
• 2019

  Active manifolds: A non-linear analogue to Active Subspaces

  Bridges, R. A., Gruber, A. D., Felder, C. R., Verma, M. E. & Hoff, C., 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 1204-1212 9 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Active Subspace 100%
  • Nonlinear 100%
  • Manifold 100%
  • Approximation (Algorithm) 50%
  • Power Generator 16%
  7 Scopus citations

• Automated Ransomware Behavior Analysis: Pattern Extraction and Early Detection

  Chen, Q., Islam, S. R., Haswell, H. & Bridges, R. A., 2019, Science of Cyber Security - 2nd International Conference, SciSec 2019, Revised Selected Papers. Liu, F., Xu, J., Xu, S. & Yung, M. (eds.). Springer, p. 199-214 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11933 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Malware 100%
  • Analysis Pattern 100%
  • Behavior Analysis 100%
  • Early Detection 100%
  • Security Operations Centers 33%
  26 Scopus citations

• Towards a CAN IDS Based on a Neural Network Data Field Predictor

  Pawelec, K., Bridges, R. A. & Combs, F. L., Mar 13 2019, AutoSec 2019 - Proceedings of the ACM Workshop on Automotive Cybersecurity, co-located with CODASPY 2019. Association for Computing Machinery, Inc, p. 31-34 4 p. (AutoSec 2019 - Proceedings of the ACM Workshop on Automotive Cybersecurity, co-located with CODASPY 2019).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Network Intrusion Detection System 100%
  • Controller Area Network 100%
  • Neural Network 100%
  • Network Message 27%
  • Intrusion Detection System 18%
  20 Scopus citations
• 2018

  ACTT: Automotive CAN tokenization and translation

  Verma, M., Bridges, R. & Hollifield, S., Dec 2018, Proceedings - 2018 International Conference on Computational Science and Computational Intelligence, CSCI 2018. Institute of Electrical and Electronics Engineers Inc., p. 278-283 6 p. 8947694. (Proceedings - 2018 International Conference on Computational Science and Computational Intelligence, CSCI 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Controller Area Network 100%
  • Lexical Tokenization 100%
  • Automotives 100%
  • Performance Tuning 20%
  • Network Security 20%
  20 Scopus citations

• Defining a Metric Space of Host Logs and Operational Use Cases

  Verma, M. E. & Bridges, R. A., Jul 2 2018, Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018. Abe, N., Liu, H., Pu, C., Hu, X., Ahmed, N., Qiao, M., Song, Y., Kossmann, D., Liu, B., Lee, K., Tang, J., He, J. & Saltz, J. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 5068-5077 10 p. 8622083. (Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Use Case 100%
  • Window Event Log 100%
  • Metric Space 100%
  • Data Source 50%
  • User Behavior 50%
  8 Scopus citations

• EGBTER: Capturing degree distribution, clustering coefficients, and community structure in a single random graph model

  El-Daghar, O., Lundberg, E. & Bridges, R., Oct 24 2018, Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2018. Tagarelli, A., Reddy, C. & Brandes, U. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 282-289 8 p. 8508598. (Proceedings of the 2018 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Metrics 100%
  • Progression 100%
  • Distribution Coefficient 100%
  • Satisfactory Level 100%
  • Gyrators 100%
  2 Scopus citations

• Exploiting the Shape of CAN Data for In-Vehicle Intrusion Detection

  Tyree, Z., Bridges, R. A., Combs, F. L. & Moore, M. R., Jul 2 2018, 2018 IEEE 88th Vehicular Technology Conference, VTC-Fall 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 8690644. (IEEE Vehicular Technology Conference; vol. 2018-August).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Intrusion Detection 100%
  • Controller Area Network 100%
  • Network Message 37%
  • Cyber Attack 12%
  • Potential Attack 12%
  16 Scopus citations

• Improvement of the Harris corner detector using an entropy-block-based strategy

  Sun, Y., Ientilucci, E. & Voisin, S., 2018, Algorithms and Technologies for Multispectral, Hyperspectral, and Ultraspectral Imagery XXIV. Messinger, D. W. & Velez-Reyes, M. (eds.). SPIE, 1064414. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10644).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Distributed Control 100%
  • Image Registration 100%
  • Edge Detection 100%
  • Image Analysis 100%
  • Corner Detection 100%
  3 Scopus citations

• Towards Malware Detection via CPU Power Consumption: Data Collection Design and Analytics

  Bridges, R., Hernandez Jimenez, J., Nichols, J., Goseva-Popstojanova, K. & Prowell, S., Sep 5 2018, Proceedings - 17th IEEE International Conference on Trust, Security and Privacy in Computing and Communications and 12th IEEE International Conference on Big Data Science and Engineering, Trustcom/BigDataSE 2018. Institute of Electrical and Electronics Engineers Inc., p. 1680-1684 5 p. 8456118. (Proceedings - 17th IEEE International Conference on Trust, Security and Privacy in Computing and Communications and 12th IEEE International Conference on Big Data Science and Engineering, Trustcom/BigDataSE 2018).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Power Consumption 100%
  • Malware 100%
  • Malware Detection 100%
  • Anomaly Detection 66%
  • General-Purpose Computer 66%
  25 Scopus citations
• 2017

  Automated behavioral analysis of malware: A case study of wannacry ransomware

  Chen, Q. & Bridges, R. A., 2017, Proceedings - 16th IEEE International Conference on Machine Learning and Applications, ICMLA 2017. Chen, X., Luo, B., Luo, F., Palade, V. & Wani, M. A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 454-460 7 p. (Proceedings - 16th IEEE International Conference on Machine Learning and Applications, ICMLA 2017; vol. 2017-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Malware 100%
  • Behavioral Analysis 100%
  • Case Study 100%
  • Close Collaboration 7%
  • Security Operation 7%
  152 Scopus citations

• Cybersecurity automated information extraction techniques: Drawbacks of current methods, and enhanced extractors

  Bridges, R. A., Huffer, K. M. T., Jones, C. L., Iannacone, M. D. & Goodall, J. R., 2017, Proceedings - 16th IEEE International Conference on Machine Learning and Applications, ICMLA 2017. Chen, X., Luo, B., Luo, F., Palade, V. & Wani, M. A. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 437-442 6 p. (Proceedings - 16th IEEE International Conference on Machine Learning and Applications, ICMLA 2017; vol. 2017-December).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Information Extraction 100%
  • Cybersecurity 100%
  • Quantitative Evaluation 50%
  20 Scopus citations

• Modeling inter-signal arrival times for accurate detection of CAN bus signal injection attacks: A data-driven approach to in-vehicle intrusion detection

  Moore, M. R., Bridges, R. A., Combs, F. L., Starr, M. S. & Prowell, S. J., Apr 4 2017, Proceedings of the 12th Annual Cyber and Information Security Research Conference, CISRC 2017. Association for Computing Machinery, a11. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Driven Approach 100%
  • Intrusion Detection 100%
  • Bus Network 100%
  • Controller Area Network 100%
  • Arrival Time 100%
  88 Scopus citations

• Setting the threshold for high throughput detectors: A mathematical approach for ensembles of dynamic, heterogeneous, probabilistic anomaly detectors

  Bridges, R. A., Jamieson, J. D. & Reed, J. W., Jul 1 2017, Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017. Nie, J.-Y., Obradovic, Z., Suzumura, T., Ghosh, R., Nambiar, R., Wang, C., Zang, H., Baeza-Yates, R., Baeza-Yates, R., Hu, X., Kepner, J., Cuzzocrea, A., Tang, J. & Toyoda, M. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 1071-1078 8 p. (Proceedings - 2017 IEEE International Conference on Big Data, Big Data 2017; vol. 2018-January).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Data Type 100%
  • High Throughput 100%
  • Log Data 100%
  • Anomaly Detection 100%
  • Computer Network 100%
  7 Scopus citations
• 2016

  GraphPrints: Towards a graph analytic method for network anomaly detection

  Harshaw, C. R., Bridges, R. A., Iannacone, M. D., Reed, J. W. & Goodall, J. R., Apr 5 2016, Proceedings of the 11th Annual Cyber and Information Security Research Conference, CISRC 2016. Association for Computing Machinery, Inc, 2897806. (Proceedings of the 11th Annual Cyber and Information Security Research Conference, CISRC 2016).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Anomaly Detection 100%
  • Graph Analytics 100%
  • True Positive Rate 50%
  • Computer Network 50%
  • Analytic Approach 50%
  25 Scopus citations

• Towards reducing the data exfiltration surface for the insider threat

  Schlicher, B. G., MacIntyre, L. P. & Abercrombie, R. K., Mar 7 2016, Proceedings of the 49th Annual Hawaii International Conference on System Sciences, HICSS 2016. Sprague, R. H. & Bui, T. X. (eds.). IEEE Computer Society, p. 2749-2758 10 p. 7427528. (Proceedings of the Annual Hawaii International Conference on System Sciences; vol. 2016-March).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Insider Threat 100%
  • Data Exfiltration 100%
  • Console Application 20%
  • Desktop Application 20%
  • Malware 20%
  7 Scopus citations
• 2015

  Developing an ontology for cyber security knowledge graphs

  Iannacone, M., Bohn, S., Nakamura, G., Gerth, J., Huffer, K., Bridges, R., Ferragut, E. & Goodall, J., Apr 7 2015, Proceedings of the 10th Annual Cyber and Information Security Research Conference, CISRC 2015. Association for Computing Machinery, 12. (ACM International Conference Proceeding Series; vol. 06-08-April-2015).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Ontology 100%
  • Knowledge Graph 100%
  • Graph Database 33%
  • Unstructured Data Source 33%
  • Structured Data 33%
  99 Scopus citations

• Multi-level anomaly detection on time-varying graph data

  Bridges, R. A., Collins, J. P., Ferragut, E. M., Laska, J. A. & Sullivan, B. D., Aug 25 2015, Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2015. Pei, J., Tang, J. & Silvestri, F. (eds.). Association for Computing Machinery, Inc, p. 579-583 5 p. (Proceedings of the 2015 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, ASONAM 2015).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Anomaly Detection 100%
  • Subgraphs 100%
  • Analysis Framework 50%
  • Modeling Framework 50%
  • Hierarchical Model 50%
  17 Scopus citations

• Towards a relation extraction framework for cyber-security concepts

  Jones, C. L., Bridges, R. A., Huffer, K. M. T. & Goodall, J. R., Apr 7 2015, Proceedings of the 10th Annual Cyber and Information Security Research Conference, CISRC 2015. Association for Computing Machinery, 11. (ACM International Conference Proceeding Series; vol. 06-08-April-2015).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Natural Language Processing 100%
  • Active Learning 100%
  • retrieval method 100%
  • Learning Component 100%
  • Security Analyst 100%
  63 Scopus citations
• 2014

  Integration of external data sources with cyber security data warehouse

  Czejdo, B. D., Iannacone, M. D., Bridges, R. A., Ferragut, E. M. & Goodall, J. R., 2014, Proceedings of 2014 9th Annual Cyber and Information Security Research Conference, CISRC 2014. Association for Computing Machinery, p. 49-52 4 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Data Source 100%
  • Data Warehouse 100%
  • Ontology 33%
  • Network Security 33%
  • Computer Network 33%
  4 Scopus citations
• 2013

  Automated assessment of bilateral breast volume asymmetry as a breast cancer biomarker during mammographic screening

  Williams, A. C., Hitt, A., Voisin, S. & Tourassi, G., 2013, Medical Imaging 2013: Computer-Aided Diagnosis. 86701A. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 8670).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Breast Cancer 100%
  • Tumor Marker 100%
  • Developmental Stability 100%
  • Alertness 100%
  • Cancer Risk 75%
  5 Scopus citations

• Investigating the association of eye gaze pattern and diagnostic error in mammography

  Voisin, S., Pinto, F., Xu, S., Morin-Ducote, G., Hudson, K. & Tourassi, G. D., 2013, Medical Imaging 2013: Image Perception, Observer Performance, and Technology Assessment. 867302. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 8673).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Radiologist 100%
  • Diagnostic Error 100%
  • Mammography 100%
  • Biopsy Technique 100%
  • Diagnosis 80%
  16 Scopus citations

• Personalized modeling of human gaze: Exploratory investigation on mammogram readings

  Voisin, S., Yoon, H. J., Tourassi, G., Morin-Ducote, G. & Hudson, K., 2013, Proceedings of the 2013 4th Annual ORNL Biomedical Sciences and Engineering Conference: Collaborative Biomedical Innovations, BSEC 2013. 6618495. (Proceedings of the 2013 4th Annual ORNL Biomedical Sciences and Engineering Conference: Collaborative Biomedical Innovations, BSEC 2013).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Developing Model 100%
  • Medical Imaging 100%
  • Image Interpretation 100%
  • Human Perception 100%
  • Multilayer Perceptron 100%
  3 Scopus citations
• 2012

  Advanced metering infrastructure and communication test bed and applications for grid reliability

  Snyder, I., Paul, N. & Macintyre, L., 2012, FIIW 2012 - 2012 Future of Instrumentation International Workshop Proceedings. p. 70-73 4 p. 6378347. (FIIW 2012 - 2012 Future of Instrumentation International Workshop Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Oak Ridge 100%
  • Cyber Security 100%
  • Advanced Metering Infrastructure 100%
  • Distribution Grid 100%
  • Device Encryption 100%

• A new, principled approach to anomaly detection

  Ferragut, E. M., Laska, J. & Bridges, R. A., 2012, Proceedings - 2012 11th International Conference on Machine Learning and Applications, ICMLA 2012. p. 210-215 6 p. 6406752. (Proceedings - 2012 11th International Conference on Machine Learning and Applications, ICMLA 2012; vol. 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Anomaly Detection 100%
  • Intrusion Detection 50%
  • Unsupervised Method 50%
  • Detecting Anomaly 50%
  17 Scopus citations