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基于深度强化学习的国内金融市场投资比较研究
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作者 操东林 崔超然 杨潇 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2023年第2期333-342,共10页
近年来,随着全球经济的迅速发展,参与金融投资的投资者增多,如何在复杂的金融市场中自动选择交易策略使收益最大化成为研究热点.强化学习可以通过与实际环境的交互来寻找最优的交易策略,使投资收益最大化.现有的方法大都是将一到两个强... 近年来,随着全球经济的迅速发展,参与金融投资的投资者增多,如何在复杂的金融市场中自动选择交易策略使收益最大化成为研究热点.强化学习可以通过与实际环境的交互来寻找最优的交易策略,使投资收益最大化.现有的方法大都是将一到两个强化学习算法应用于金融市场并比较算法在单一交易任务上的表现,此外,这些研究大都针对国外的股票、证券市场或加密货币市场,对国内金融市场的研究甚少.针对上述问题,面向国内金融投资市场,系统性地验证了不同类型的多种深度强化学习代表性算法在单只股票交易、多只股票交易和投资组合分配三个投资任务上的有效性.通过观察在累计收益率、夏普比率、最大回撤等评价指标上的回测结果对算法进行比较,结果显示在不同的投资任务中选取合适的强化学习算法可以有效地提升收益. 展开更多
关键词 强化学习 值函数 策略梯度 投资组合 股票交易
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Fiber-optic drug delivery strategy for synergistic cancer photothermal-chemotherapy
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作者 Yongkang Zhang Jie Zheng +11 位作者 Fangzhou Jin Jie Xiao Ni Lan Zhiyuan Xu Xu Yue Zesen Li Chengzhi Li donglin cao Yifei Wang Wenbin Zhong Yang Ran Bai-Ou Guan 《Light(Science & Applications)》 SCIE EI CSCD 2024年第10期2389-2404,共16页
Chemotherapy is one of the conventional treatments for cancer in clinical practice.However,poor delivery efficiency,systemic toxicity,and the lack of pharmacokinetic monitoring during treatment are the critical limita... Chemotherapy is one of the conventional treatments for cancer in clinical practice.However,poor delivery efficiency,systemic toxicity,and the lack of pharmacokinetic monitoring during treatment are the critical limitations of current chemotherapy.Herein,we reported a brand-new antitumor drug delivery strategy that harnesses an optical fiber endoscopically therapeutic probe.The fiber probe carries photosensitizers in the fiber core and antitumor agents on the fiber surface mediated by a temperature-responsive hydrogel film,giving rise to an activable photothermalchemotherapy that orchestrates the localized hyperthermia and thermal-stimuli drug release to the tumor lesion.Furthermore,the dynamical drug release and in-situ temperature can be real-time supervised through the built-in fiber sensors,including the reflective Mach–Zehnder interferometer and fiber Bragg grating,to visualize the therapy process and thus improve the safety of treatment.Compared with conventional methods,the fiber-optic drug delivery can adequately take advantage of the chemotherapeutics through collaboratively recruiting the photoheating-mediated enhanced permeability and the hydrogel particle-assisted high drug retention,shedding new light on a“central-toperipheral”drug pervasion and retention mechanism to destroy tumors completely.The fiber-optic chemotherapy strategy incorporates precise drug delivery,accurate controllability of drug release,high drug permeability and retention in tumor,low off-target rate,and real-time drug release and temperature feedback,performing a straightforward and precise photothermal-chemotherapy pathway.More than that,the proposed strategy holds tremendous promise to provide a revolutionized on-demand drug delivery platform for the highly efficient evaluation and screening of antitumor pharmaceuticals. 展开更多
关键词 RETENTION RELEASE PRECISE
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Fiber-Optic Biosensors for Cancer Theranostics:From in Vitro to in Vivo
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作者 Fangzhou JIN Zhiyuan XU +2 位作者 donglin cao Yang RAN Bai-Ou GUAN 《Photonic Sensors》 CSCD 2024年第4期42-73,共32页
Cancer has been one of the most serious diseases,resulting in more than 10 million deaths every year.Fiber-optic sensors have great potential for diagnosing and treating cancer due to their flexibility,precise positio... Cancer has been one of the most serious diseases,resulting in more than 10 million deaths every year.Fiber-optic sensors have great potential for diagnosing and treating cancer due to their flexibility,precise positioning,real-time monitoring,and minimally invasive characteristics.Compared to traditional central laboratory examination,fiber-optic biosensors can provide high sensitivity,miniaturization,and versatility,which feature the point-of-care diagnostic capability.Herein,we focus on recent advances in fiber-optic biosensors for cancer theranostics.It is primarily concerned with advancements in the design of various fiber sensing approaches,fiber cancer sensing,and therapy sensors.With fiber-optic biosensors,cancer marker detection,cancerous cell differentiation,ex vivo tumor model validation,and in vivo tumor detection can be achieved.And the medical fiber also can be used to provide photothermal therapy,photodynamic therapy,and combination therapy for solid tumors.Additionally,cancer sensing and therapy can be integrated into the fiber,which demonstrates the multiplexing capabilities of fiber-optic biosensors.Lastly,we systematically summarize the fiber biosensor applications from in vitro to in vivo,and conclude with the challenges in development and prospects. 展开更多
关键词 Fiber-optic sensors cancer sensing cancer therapy cancer theranostics
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Survey of visual sentiment prediction for social media analysis 被引量:1
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作者 Rongrong JI donglin cao +1 位作者 Yiyi ZHOU Fuhai CHEN 《Frontiers of Computer Science》 SCIE EI CSCD 2016年第4期602-611,共10页
Recent years have witnessed a rapid spread of multi-modality microblogs like Twitter and Sina Weibo composed of image, text and emoticon. Visual sentiment prediction of such microblog based social media has recently a... Recent years have witnessed a rapid spread of multi-modality microblogs like Twitter and Sina Weibo composed of image, text and emoticon. Visual sentiment prediction of such microblog based social media has recently attracted ever-increasing research focus with broad application prospect. In this paper, we give a systematic review of the recent advances and cutting-edge techniques for visual senti- ment analysis. To this end, in this paper we review the most recent works in this topic, in which detailed comparison as well as experimental evaluation are given over the cuttingedge methods. We further reveal and discuss the future trends and potential directions for visual sentiment prediction. 展开更多
关键词 visual sentiment analysis sentiment predication human emotion
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