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基于两层模糊划分的时间差分算法 被引量:1
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作者 穆翔 刘全 +2 位作者 傅启明 孙洪坤 周鑫 《通信学报》 EI CSCD 北大核心 2013年第10期92-99,共8页
针对传统的基于查询表或函数逼近的Q值迭代算法在处理连续空间问题时收敛速度慢、且不易求解连续行为策略的问题,提出了一种基于两层模糊划分的在策略时间差分算法——DFP-OPTD,并从理论上分析其收敛性。算法中第一层模糊划分作用于状... 针对传统的基于查询表或函数逼近的Q值迭代算法在处理连续空间问题时收敛速度慢、且不易求解连续行为策略的问题,提出了一种基于两层模糊划分的在策略时间差分算法——DFP-OPTD,并从理论上分析其收敛性。算法中第一层模糊划分作用于状态空间,第二层模糊划分作用于动作空间,并结合两层模糊划分计算出Q值函数。根据所得的Q值函数,使用梯度下降方法更新模糊规则中的后件参数。将DFP-OPTD应用于经典强化学习问题中,实验结果表明,该算法有较好的收敛性能,且可以求解连续行为策略。 展开更多
关键词 强化学习 在策略 梯度下降 两层模糊划分 连续行为策略
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Dynamic matrix encoding strategy for voice-over-IP steganography 被引量:5
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作者 田晖 周可 冯丹 《Journal of Central South University》 SCIE EI CAS 2010年第6期1285-1292,共8页
In order to optionally regulate embedding capacity and embedding transparency according to user's requirements in voice-over-IP(VoIP) steganography,a dynamic matrix encoding strategy(DMES) was presented.Differing ... In order to optionally regulate embedding capacity and embedding transparency according to user's requirements in voice-over-IP(VoIP) steganography,a dynamic matrix encoding strategy(DMES) was presented.Differing from the traditional matrix encoding strategy,DMES dynamically chose the size of each message group in a given set of adoptable message sizes.The appearance possibilities of all adoptable sizes were set in accordance with the desired embedding performance(embedding rate or bit-change rate).Accordingly,a searching algorithm that could provide an optimal combination of appearance possibilities was proposed.Furthermore,the roulette wheel algorithm was employed to determine the size of each message group according to the optimal combination of appearance possibilities.The effectiveness of DMES was evaluated in StegVoIP,which is a typical covert communication system based on VoIP.The experimental results demonstrate that DMES can adjust embedding capacity and embedding transparency effectively and flexibly,and achieve the desired embedding performance in any case.For the desired embedding rate,the average errors are not more than 0.000 8,and the standard deviations are not more than 0.002 0;for the desired bit-change rate,the average errors are not more than 0.001 4,and the standard deviations are not more than 0.002 6. 展开更多
关键词 STEGANOGRAPHY embedding transparency dynamic matrix encoding strategy voice over IP
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