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- Description:
- As we march through this millennium, clustering big data is a big deal for all data and computer scientists. We are living in an age that faces unprecedented growth of available large-scale data, both structured and unstructured. Data is being collected at exceptional rates from a broad range of...
- Author:
- Bari, Nima
- Keyword:
- Metalearning, Metaknowledge, Metadata, Data mining, Machine learning, and Information retrieval systems
- GW Unit:
- Computer Science
- Degree:
- Ph.D.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Berkvich, Simon Y, Vichr, Roman, Cheng, Susan, and Rotenstreich, Shmuel
- Resource Type:
- Thesis or Dissertation
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- Description:
- In the realm of computer science, the combination of zeros and ones are used as the standard machine language for communication and storage. Machines' ultimate goal is to serve for the human world, so it is nature and necessary to build a map between the human language and the machines', and...
- Author:
- Shen, Chen
- Keyword:
- Fibonacci code, suffix code, self-synchronized code, and code theory
- GW Unit:
- Computer Science
- Degree:
- M.S.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Berkovich, Simon Y, Choi, Hyeong-Ah, and Monteleoni, Claire
- Resource Type:
- Thesis or Dissertation
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- Description:
- The Big Data era has introduced many complications concerning the quality of information and experiments due to several factors considered in this research. Microarray technology is one of the tools that generate extensive amounts of biological data. The results of this technology can help in...
- Author:
- Alqahtani, Sawsan
- Keyword:
- GW Unit:
- Computer Science
- Degree:
- M.S.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Berkovich, Simon Y, Hoang, Albert, Bellaachia, Abdelghani, and Monteleoni, Claire
- Resource Type:
- Thesis or Dissertation
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- Description:
- This dissertation not only proposes a new approach to real-time solid voxelization by Graphics Processor Unit (GPU) acceleration, but also proposes a novel parallel multi-core pipelined architecture to further improve total performance. The new generic parallel architecture can also be...
- Author:
- Liao, Duoduo
- Keyword:
- GPU acceleration, Solid voxelization, Parallel computing, Multi-processor pipeline, and Multi-core architecture
- GW Unit:
- Computer Science
- Degree:
- Ph.D.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Fang, Shiaofen, Jones, Rhys Price, Loew, Murry H, and Youssef, Abdou
- Resource Type:
- Thesis or Dissertation
-
- Description:
- An objective of information systems is to effectively retrieve data items similar to the specifications of given queries. One of the major data structures for information retrieval constitutes the bit-attribute matrices, in which the items are described using binary vectors where the values of 0...
- Author:
- Byun, Juman
- Keyword:
- Search, Bit-Attribute Matrix, Bit-Slice, and Information Retrieval
- GW Unit:
- Computer Science
- Degree:
- Ph.D.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Burke, Matthew, Youssef, Abdou, Bock, Peter, and Sharma, Sharad
- Resource Type:
- Thesis or Dissertation
-
- Description:
- Functioning of biological objects is not merely a problem of physics and chemistry; it is in essence a problem of the organization of control, which involves a huge amount of information processing. Statistical analysis of structural sequences of biological macromolecules: DNA and Proteins using...
- Author:
- Al Shargi, Hanan Mohammad
- Keyword:
- Bioinformatics, Informational Entropy, Epigenetics, Cloud Computing, Biomolecules, and Holographic Principle
- GW Unit:
- Computer Science
- Degree:
- D.Sc.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Strakovsky, Igor, Youssef, Abdou, Cheng, Xiuzhen, and Yufik, Yan M
- Resource Type:
- Thesis or Dissertation
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- Description:
- The advances in digital technology including sensors, communications, cloud computing and storage have allowed people to generate large volumes of data which as a result have posed some difficulties on the current computation capabilities. This data could be of any format such as texts,...
- Author:
- Alsaby, Faisal Abdullah
- Keyword:
- Clustering, Big data, Golay Code, Algorithm, Machine Learning, and semi-supervised learning
- GW Unit:
- Computer Science
- Degree:
- Ph.D.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Choi, Hyeong-Ah, Liao, Duoduo, and Cheng, Xiuzhen
- Resource Type:
- Thesis or Dissertation
-
- Description:
- In traditional error-correction schemes, a certain number of parity bits are added to a data word to compose a codeword. If a certain number of distortions happen during transmission, the redundant parity bits can be used to restore the original data word. If there is an exhaustive correspondence...
- Author:
- YU, HONGJUN
- Keyword:
- Clustering, Golay Code, and Best-match Search
- GW Unit:
- Computer Science
- Degree:
- D.Sc.
- Advisor:
- Berkovich, Simon Y
- Committee Member(s):
- Berkovich, Simon Y, Zhang, Nan, Choi, Hyeong-Ah, Feldman, Larry, and Cheng, Xiuzhen
- Resource Type:
- Thesis or Dissertation