ECWAY Technologies provides IEEE projects and software development services from its offices in multiple cities across India. The document discusses a novel ranking approach called Manifold Ranking with Sink Points (MRSP) that addresses diversity, relevance, and importance in ranking. MRSP uses manifold ranking over the data manifold to find the most relevant objects while turning already ranked objects into "sink points" to prevent redundant objects from receiving high ranks. Experimental results on update summarization and query recommendation tasks show MRSP performs strongly compared to existing ranking approaches by better addressing the importance of diversity in ranking.
Software Engineering & Applications of International Journal (SEAIJ) is a bi-monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the Software Engineering & Applications. The goal of this journal is to
SimCon01: The benefits of Conceptual Modelling for Construction Simulation, b...Mani Poshdar
On 31 October 2017, the joint research group of the University of Auckland and the Auckland University of Technology (SimCon) held a 2-hour workshop to share new insight into the impacts and benefits of using simulation in the built environment engineering.
The learning objectives were as follows:
- The use of simulation to lift productivity and competitiveness within the construction industry
- The use of simulation for project planning, control and diagnosis
- The cutting-edge research being developed by SimCon research group
These are slides from the third presentation of the workshop. It is focused on describing the importance of conceptual modelling in improving the quality of simulation studies in construction.
A Bachelors in Chemical Engineering with a focus area on energy and environment. Worked as a teaching assistant in Process Dynamics and Controls. Have skills associated with Delta V and python. Chemical Engineering Car club electrical team leader.
Software Engineering & Applications of International Journal (SEAIJ) is a bi-monthly open access peer-reviewed journal that publishes articles which contribute new results in all areas of the Software Engineering & Applications. The goal of this journal is to
SimCon01: The benefits of Conceptual Modelling for Construction Simulation, b...Mani Poshdar
On 31 October 2017, the joint research group of the University of Auckland and the Auckland University of Technology (SimCon) held a 2-hour workshop to share new insight into the impacts and benefits of using simulation in the built environment engineering.
The learning objectives were as follows:
- The use of simulation to lift productivity and competitiveness within the construction industry
- The use of simulation for project planning, control and diagnosis
- The cutting-edge research being developed by SimCon research group
These are slides from the third presentation of the workshop. It is focused on describing the importance of conceptual modelling in improving the quality of simulation studies in construction.
A Bachelors in Chemical Engineering with a focus area on energy and environment. Worked as a teaching assistant in Process Dynamics and Controls. Have skills associated with Delta V and python. Chemical Engineering Car club electrical team leader.
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1. ECWAY TECHNOLOGIES
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RANKING ON DATA MANIFOLD WITH SINK POINTS
ABSTRACT:
Ranking is an important problem in various applications, such as Information Retrieval (IR),
natural language processing, computational biology, and social sciences. Many ranking
approaches have been proposed to rank objects according to their degrees of relevance or
importance. Beyond these two goals, diversity has also been recognized as a crucial criterion in
ranking. Top ranked results are expected to convey as little redundant information as possible,
and cover as many aspects as possible. However, existing ranking approaches either take no
account of diversity, or handle it separately with some heuristics.
In this paper, we introduce a novel approach, Manifold Ranking with Sink Points (MRSPs), to
address diversity as well as relevance and importance in ranking. Specifically, our approach uses
a manifold ranking process over the data manifold, which can naturally find the most relevant
and important data objects. Meanwhile, by turning ranked objects into sink points on data
manifold, we can effectively prevent redundant objects from receiving a high rank. MRSP not
only shows a nice convergence property, but also has an interesting and satisfying optimization
explanation. We applied MRSP on two application tasks, update summarization and query
recommendation, where diversity is of great concern in ranking. Experimental results on both
tasks present a strong empirical performance of MRSP as compared to existing ranking
approaches.