Abstract:
Much of the research that goes into Big Data, and specifically on Collaborative Big Data, is focused upon questions, such as: how to get more of it? (e.g., · participator...Show MoreMetadata
Abstract:
Much of the research that goes into Big Data, and specifically on Collaborative Big Data, is focused upon questions, such as: how to get more of it? (e.g., · participatory mechanisms, social media, geo-coded data from personal electronic devices) and · how to handle it? (e.g., how to ingest, sort, store, and link up disparate data sets). A question that receives far less attention is that of Collaborative analysis of Big Data; how can a multi-disciplinary layered analysis of Big Data be used to support robust decisions, especially in a collaborative setting, and especially under time pressure? The robust Decision Engineering required can be achieved by employing an approach related to Network Science, that we call Relationship Science. In Relationship Science, our methodological framework, karassian netchain analysis (KNA), is utilized to ascertain islands of stability or positive influence dominating sets (PIDS), so that a form of annealed resiliency or latent stability is achieved, thereby mitigating against unintended consequences, elements of instability, and “perfect storm” crises lurking within the network.
Published in: 8th International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom)
Date of Conference: 14-17 October 2012
Date Added to IEEE Xplore: 07 February 2013
Print ISBN:978-1-4673-2740-4
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Big Data ,
- Robust Technology ,
- Robust Decision ,
- Unintended Consequences ,
- Methodological Framework ,
- Big Data Analytics ,
- Network Science ,
- Perfect Storm ,
- Disparate Datasets ,
- Social Sciences ,
- Decision-making Process ,
- Supply Chain ,
- Seismic ,
- International Development ,
- Disaster Management ,
- International Community ,
- Diplomatic ,
- Community Development ,
- Archetype ,
- Teacher Training ,
- North Atlantic Treaty Organization ,
- Smart Power ,
- Relationship Management ,
- Afghan Government ,
- Sand Grains ,
- Humanitarian Aid ,
- Extremism ,
- Adaptive Cycle ,
- Energy Policy ,
- Economic Development
- Author Keywords
- Decision Engineering Science ,
- Robust Decision Engineering ,
- Complexity Ceiling ,
- Selection Bias ,
- Compressed Decision Cycles ,
- Gestaltian Closure ,
- Decision-Making ,
- Faster Decisions ,
- Better Decisions ,
- Intelligent Decisions ,
- High Adaptation Cycles ,
- Perfect Storm Crises ,
- Smart Power Times ,
- Velocity, Volume, and Vectors of Big Data ,
- Collaborative Big Data ,
- Bigger Data ,
- Provenanced/Pedigreed Data ,
- Big Compute ,
- Layered Analytics ,
- Content Analytics, Entity Resolution, Predictive Analytics ,
- Complexity Theory ,
- Social Complexity Science ,
- High Performance Computing ,
- Computational Intelligence ,
- Sparse Data ,
- Sparse Networks ,
- Social Influence Network ,
- Participatory Revolution ,
- Network Science ,
- Relationship Science ,
- Relationship Manager ,
- 3D ,
- 5D ,
- Big Insights ,
- Common Operating Picture ,
- Aegis System ,
- Unintended Consequences ,
- Condition-Creating ,
- Cyber-Physical Supply Chain ,
- Karassian Netchain Analysis ,
- Local Community Structures ,
- Network Shapes ,
- Memes ,
- Motifs ,
- Fifth Column ,
- Dualistic Actors ,
- Insider Threats ,
- Sentiment Analysis ,
- Flash Mobs ,
- Islands of Stability ,
- Sandpile Effect ,
- Cascading Failure ,
- Positive Influence Dominating Sets ,
- Civil Society ,
- Democratic Governance ,
- Science of Development ,
- Brittleness ,
- Annealed Resiliency ,
- Latent Stability
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Big Data ,
- Robust Technology ,
- Robust Decision ,
- Unintended Consequences ,
- Methodological Framework ,
- Big Data Analytics ,
- Network Science ,
- Perfect Storm ,
- Disparate Datasets ,
- Social Sciences ,
- Decision-making Process ,
- Supply Chain ,
- Seismic ,
- International Development ,
- Disaster Management ,
- International Community ,
- Diplomatic ,
- Community Development ,
- Archetype ,
- Teacher Training ,
- North Atlantic Treaty Organization ,
- Smart Power ,
- Relationship Management ,
- Afghan Government ,
- Sand Grains ,
- Humanitarian Aid ,
- Extremism ,
- Adaptive Cycle ,
- Energy Policy ,
- Economic Development
- Author Keywords
- Decision Engineering Science ,
- Robust Decision Engineering ,
- Complexity Ceiling ,
- Selection Bias ,
- Compressed Decision Cycles ,
- Gestaltian Closure ,
- Decision-Making ,
- Faster Decisions ,
- Better Decisions ,
- Intelligent Decisions ,
- High Adaptation Cycles ,
- Perfect Storm Crises ,
- Smart Power Times ,
- Velocity, Volume, and Vectors of Big Data ,
- Collaborative Big Data ,
- Bigger Data ,
- Provenanced/Pedigreed Data ,
- Big Compute ,
- Layered Analytics ,
- Content Analytics, Entity Resolution, Predictive Analytics ,
- Complexity Theory ,
- Social Complexity Science ,
- High Performance Computing ,
- Computational Intelligence ,
- Sparse Data ,
- Sparse Networks ,
- Social Influence Network ,
- Participatory Revolution ,
- Network Science ,
- Relationship Science ,
- Relationship Manager ,
- 3D ,
- 5D ,
- Big Insights ,
- Common Operating Picture ,
- Aegis System ,
- Unintended Consequences ,
- Condition-Creating ,
- Cyber-Physical Supply Chain ,
- Karassian Netchain Analysis ,
- Local Community Structures ,
- Network Shapes ,
- Memes ,
- Motifs ,
- Fifth Column ,
- Dualistic Actors ,
- Insider Threats ,
- Sentiment Analysis ,
- Flash Mobs ,
- Islands of Stability ,
- Sandpile Effect ,
- Cascading Failure ,
- Positive Influence Dominating Sets ,
- Civil Society ,
- Democratic Governance ,
- Science of Development ,
- Brittleness ,
- Annealed Resiliency ,
- Latent Stability