Outlier mining is an important and active research issue in anomaly detection. However, it is a difficult problem since categorical data arrive at a fast rate, some data may be outdated and the outliers identified are...
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1 *** Activity Recognition(GAR),which aims to identify activities performed collectively in videos,has gained significant attention *** conventional action recognition centered on single individuals,GAR explores the c...
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1 *** Activity Recognition(GAR),which aims to identify activities performed collectively in videos,has gained significant attention *** conventional action recognition centered on single individuals,GAR explores the complex interactions between multiple individuals.
In vector space models, traditional relevance feedback techniques, which utilize the terms in the relevant documents to enrich the user's initial query, is an effective method to improve retrieval performance. How...
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H.264/SVC extends the hybrid video coding approach of H.264/AVC, which adopts a layered coding scheme to generate multi-layer bit stream for heterogeneous environments. For the network application of H.264/SVC, conges...
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Quality of Service (QoS) has been widely used to support dynamic Web Service (WS) selection and composition. Due to the volatile nature of QoS parameters, QoS prediction has been put forward to understand the trend of...
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ISBN:
(纸本)9781424498017
Quality of Service (QoS) has been widely used to support dynamic Web Service (WS) selection and composition. Due to the volatile nature of QoS parameters, QoS prediction has been put forward to understand the trend of QoS data volatility and estimate QoS values in dynamic environments. In order to provide adaptive and effective QoS prediction, we propose a WS QoS prediction approach, named WS-QoSP, based on the technique of forecast combination. Different from the existing QoS prediction approaches that choose a most feasible forecasting model and predict relying on this "best" model, WS-QoSP selects multiple potential forecasting models, combines the results of the selected models to optimize the overall forecast accuracy. Results of real data experiments demonstrate the diversified forecast accuracy gains by using WS-QoSP.
This Paper designs and implements a Per-Flow vertical handover protocol (PerF-VH) based on Mobile IPv6. The protocol adds two messages and a Flow Binding Update List to Mobile IPv6, and implements flexible data flow r...
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This Paper designs and implements a Per-Flow vertical handover protocol (PerF-VH) based on Mobile IPv6. The protocol adds two messages and a Flow Binding Update List to Mobile IPv6, and implements flexible data flow redirection by modifying the package processing procedure and data structures in Linux kernel. The protocol also provides support for intelligent handover policies of upper layers. Simulations demonstrate that PerF-VH improves the performance of transmission and makes the use of network resources more efficient.
Discovering a representative set of theme patterns from a large amount of text for interpreting their meaning has always been concerned by researches of both data mining and information retrieval. Recent studies of th...
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ISBN:
(纸本)9783642013928
Discovering a representative set of theme patterns from a large amount of text for interpreting their meaning has always been concerned by researches of both data mining and information retrieval. Recent studies of theme pattern mining have paid close attention to the problem of discovering a set of compatible top-k theme patterns with both high-interestingness and lowredundancy. Since different users have different preferences on interestingness and redundancy, how to measure the attributes of the users' preferences, and thereby to discover ′preferred compatible top-k theme patterns (PCTTP) is urgent in the field of text mining. In this paper, a novel strategy of discovering PCTTP based on users' preferences in text mining is proposed. Firstly, an evaluation function of the preferred compatibility between every two theme patterns is presented. Then the preferred compatibilities are archived into a data structure called theme compatibility graph, and a problem called MWSP based on the compatibility graph is proposed to formulate the problem how to discover the PCTTP. Secondly, since MWSP is proved to be a NP-Hard problem, a greedy algorithm, DPCTG, is designed to approximate the optimal solution of MWSP. Thirdly, a quality evaluation model is introduced to measure the compatibility of discovering theme patterns. Empirical studies indicate that a high quality set of PCTTP on four different sub text sets can be obtained from DBLP.
While automatic response generation for building chatbot systems has drawn a lot of attention recently, there is limited understanding on when we need to consider the linguistic context of an input text in the generat...
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Recommendation algorithm based on collab.rative filtering strategy has achieved great success in the field of personalized recommendation, However, based on collab.rative filtering recommendation algorithm complexity ...
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Although pre-trained language models (PLMs) have achieved great success and become a milestone in NLP, abstractive conversational summarization remains a challenging but less studied task. The difficulty lies in two a...
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