Dr. Shanchieh Jay Yang Profile

Dr. Shanchieh Jay Yang

Associate Professor at Rochester Institute of Technology

SPIE Involvement:

Conference Program Committee | Author

Proceedings Article | 17 May 2016 Paper

Issues and challenges of the applications of context to enhance information fusion: panel summary

Erik Blasch, Ivan Kadar, Chee Chong, Alan Steinberg, Ronald P. Mahler, Shanchieh Jay Yang, Laurie Fenstermacher, Alex Chan, Paul Tandy

Proceedings Volume 9842, 98420L (2016) https://doi.org/10.1117/12.2224029

KEYWORDS: Target detection, Information fusion, Data modeling, Sensors, Data fusion, Image fusion, Analytical research, Process modeling, Performance modeling, Detection and tracking algorithms

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Proceedings Article | 23 May 2013 Paper

Influence versus intent for predictive analytics in situation awareness

Biru Cui, Shanchieh Yang, Ivan Kadar

Proceedings Volume 8745, 87451O (2013) https://doi.org/10.1117/12.2020180

KEYWORDS: Analytics, Social networks, Algorithm development, Data modeling, Social network analysis, Social sciences, Integration, Databases, Information fusion, Machine learning

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Predictive analytics in situation awareness requires an element to comprehend and anticipate potential adversary activities that might occur in the future. Most work in high level fusion or predictive analytics utilizes machine learning, pattern mining, Bayesian inference, and decision tree techniques to predict future actions or states. The emergence of social computing in broader contexts has drawn interests in bringing the hypotheses and techniques from social theory to algorithmic and computational settings for predictive analytics. This paper aims at answering the question on how influence and attitude (some interpreted such as intent) of adversarial actors can be formulated and computed algorithmically, as a higher level fusion process to provide predictions of future actions. The challenges in this interdisciplinary endeavor include drawing existing understanding of influence and attitude in both social science and computing fields, as well as the mathematical and computational formulation for the specific context of situation to be analyzed. The study of ‘influence’ has resurfaced in recent years due to the emergence of social networks in the virtualized cyber world. Theoretical analysis and techniques developed in this area are discussed in this paper in the context of predictive analysis. Meanwhile, the notion of intent, or ‘attitude’ using social theory terminologies, is a relatively uncharted area in the computing field. Note that a key objective of predictive analytics is to identify impending/planned attacks so their ‘impact’ and ‘threat’ can be prevented. In this spirit, indirect and direct observables are drawn and derived to infer the influence network and attitude to predict future threats. This work proposes an integrated framework that jointly assesses adversarial actors’ influence network and their attitudes as a function of past actions and action outcomes. A preliminary set of algorithms are developed and tested using the Global Terrorism Database (GTD). Our results reveals the benefits to perform joint predictive analytics with both attitude and influence. At the same time, we discover significant challenges in deriving influence and attitude from indirect observables for diverse adversarial behavior. These observations warrant further investigation of optimal use of influence and attitude for predictive analytics, as well as the potential inclusion of other environmental or capability elements for the actors.

Proceedings Article | 23 May 2013 Paper

Summary of human social, cultural, behavioral (HSCB) modeling for information fusion panel discussion

Erik Blasch, John Salerno, Ivan Kadar, Shanchieh Yang, Laurie Fenstermacher, Mica Endsley, Lynne Grewe

Proceedings Volume 8745, 87451I (2013) https://doi.org/10.1117/12.2016305

KEYWORDS: Data modeling, Information fusion, Cognitive modeling, Systems modeling, Data fusion, Social networks, Sensors, Tin, Process modeling, Computer simulations

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Proceedings Article | 20 May 2009 Paper

Elements of impact assessment: a case study with cyber attacks

Shanchieh Jay Yang, Jared Holsopple, Daniel Liu

Proceedings Volume 7352, 73520D (2009) https://doi.org/10.1117/12.818395

KEYWORDS: Visualization, Reliability, Algorithm development, Detection and tracking algorithms, Chemical elements, Warfare, Data modeling, Error analysis, Analytical research, Fuzzy logic

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Proceedings Article | 12 May 2009 Paper

Cyber integrated MEMS microhand for biological applications

Adam Weissman, Athena Frazier, Michael Pepen, Yen-Wen Lu, Shanchieh Jay Yang

Proceedings Volume 7318, 73180J (2009) https://doi.org/10.1117/12.818393

KEYWORDS: Haptic technology, Visualization, Sensors, Microelectromechanical systems, Surgery, Microsurgery, Tissues, Environmental sensing, Physiology, Visual process modeling

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Proceedings Article | 30 April 2009 Paper

Concurrent evolution of feature extractors and modular artificial neural networks

Victor Hannak, Andreas Savakis, Shanchieh Jay Yang, Peter Anderson

Proceedings Volume 7347, 73470K (2009) https://doi.org/10.1117/12.820008

KEYWORDS: Neurons, Feature extraction, Artificial neural networks, Databases, Neural networks, Genetic algorithms, Computer programming, Image processing, Feature selection, Detection and tracking algorithms

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Proceedings Article | 15 April 2008 Paper

Multi-threat containment with dynamic wireless neighborhood networks

Nathan Ransom, Shanchieh Jay Yang

Proceedings Volume 6961, 69610E (2008) https://doi.org/10.1117/12.776807

KEYWORDS: Robots, Wireless communications, Robotics, Sensors, Monte Carlo methods, Telecommunications, Computer simulations, Target detection, Space robots, Detection and tracking algorithms

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Proceedings Article | 17 March 2008 Paper

VTAC: virtual terrain assisted impact assessment for cyber attacks

Brian Argauer, Shanchieh Yang

Proceedings Volume 6973, 69730F (2008) https://doi.org/10.1117/12.777291

KEYWORDS: Network security, Taxonomy, High dynamic range imaging, Information security, Computer engineering, Defense and security, Information fusion, Computer intrusion detection, Computer security, Target detection

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Proceedings Article | 17 March 2008 Paper

Intrusion signature creation via clustering anomalies

Gilbert Hendry, Shanchieh Yang

Proceedings Volume 6973, 69730C (2008) https://doi.org/10.1117/12.775886

KEYWORDS: Computer intrusion detection, Evolutionary algorithms, Systems modeling, Binary data, Detection and tracking algorithms, Data modeling, Machine learning, Surveillance, Network security, Databases

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Proceedings Article | 17 March 2008 Paper

Virtual terrain: a security-based representation of a computer network

Jared Holsopple, Shanchieh Yang, Brian Argauer

Proceedings Volume 6973, 69730E (2008) https://doi.org/10.1117/12.776980

KEYWORDS: Computer networks, Network security, Computer security, Systems modeling, Switches, Analytical research, Sensors, Internet, Operating systems, Algorithm development

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Proceedings Article | 2 May 2007 Paper

The effect of collision avoidance for autonomous robot team formation

Mark Seidman, Shanchieh Yang

Proceedings Volume 6561, 65610M (2007) https://doi.org/10.1117/12.718071

KEYWORDS: Collision avoidance, Robotic systems, Sensors, Algorithm development, Computer simulations, Wireless communications, Algorithms, Sensor networks, Robotics, Space robots

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Proceedings Article | 18 April 2006 Paper

TANDI: threat assessment of network data and information

Jared Holsopple, Shanchieh Jay Yang, Moises Sudit

Proceedings Volume 6242, 62420O (2006) https://doi.org/10.1117/12.665288

KEYWORDS: Network security, Data fusion, Computer simulations, Detection and tracking algorithms, Sensors, Algorithm development, Computer networks, Data modeling, Computer intrusion detection, Samarium

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Proceedings Article | 27 May 2005 Paper

Application of particle swarm techniques in sensor network configuration

Jason Tillett, Shanchieh Yang, Raghuveer Rao, Ferat Sahin

Proceedings Volume 5796, (2005) https://doi.org/10.1117/12.606896

KEYWORDS: Energy efficiency, Particles, Sensor networks, Particle swarm optimization, Sensors, Computer simulations, Intelligent sensors, Transceivers, Lithium, Unattended ground sensors

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Proceedings Article | 30 November 2004 Paper

Optimal topologies for wireless sensor networks

Jason Tillett, Shanchieh Yang, Raghuveer Rao, Ferat Sahin

Proceedings Volume 5611, (2004) https://doi.org/10.1117/12.578518

KEYWORDS: Particles, Sensor networks, Particle swarm optimization, Sensors, Computer simulations, Detection and tracking algorithms, Visualization, Energy efficiency, Wireless communications, Algorithm development

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Showing 5 of 14 publications

Conference Committee Involvement (22)

Signal Processing, Sensor/Information Fusion, and Target Recognition XXXIII

22 April 2024 | National Harbor, Maryland, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXXII

1 May 2023 | Orlando, Florida, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXXI

4 April 2022 | Orlando, Florida, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXX

12 April 2021 | Online Only, Florida, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXIX

27 April 2020 | Online Only, California, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXVIII

15 April 2019 | Baltimore, MD, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXVII

16 April 2018 | Orlando, FL, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXVI

10 April 2017 | Anaheim, CA, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2016

21 April 2016 | Baltimore, MD, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXV

18 April 2016 | Baltimore, MD, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2015

21 April 2015 | Baltimore, MD, United States

Signal Processing, Sensor/Information Fusion, and Target Recognition XXIV

20 April 2015 | Baltimore, MD, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2014

6 May 2014 | Baltimore, MD, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2013

30 April 2013 | Baltimore, Maryland, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2012

25 April 2012 | Baltimore, Maryland, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2011

27 April 2011 | Orlando, Florida, United States

Cyber Security, Situation Management, and Impact Assessment II

8 April 2010 | Orlando, Florida, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2010

7 April 2010 | Orlando, Florida, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2009

16 April 2009 | Orlando, Florida, United States

Intelligent Sensing, Situation Management, and Impact Assessment

16 April 2009 | Orlando, Florida, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2008

19 March 2008 | Orlando, Florida, United States

Multisensor, Multisource Information Fusion: Architectures, Algorithms, and Applications 2007

11 April 2007 | Orlando, Florida, United States

Showing 5 of 22 Conference Committees

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