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姚 力

基本信息

姚 力

教育背景

  • 1983年獲北京師范大學理學學士學位;
  • 1998年獲中國科學院自動化所工學博士學位。

社會兼職

現為北京師范大學信息科學與技術學院院長,北京師范大學“認知神經科學與學習”國家重點實驗室主要成員。兼任中國電子教育學會理事、中國生物醫學工程學會醫學神經工程分會委員。

研究領域

智能信息處理

研究概況

  本人主要從事智能信息處理方面的研究及應用工作,在基礎研究與應用研究領域開展生命信息(主要指神經信息和生物信息)系統的數據分析、數據挖掘和計算模型等方面的研究,特別是針對EEG、fMRI、DTI等多種腦成像技術方法,運用信息科學的基本理論、方法和技術手段,與認知神經科學相結合,開展人腦高級功能信息處理的方法論及其應用的研究。多年來,本人帶領信息處理實驗室,開發了具有自主知識產權的腦信息處理軟件平臺,并獲得數項發明專利、軟件著作權。本人主持多項國家自然科學基金項目(包括重點項目、重大研究計劃、海外青年學者合作研究基金項目、面上項目)、主持了1項863項目、主持了北京市自然科學基金重點項目等多項重要項目。近5年發表SCI論文20余篇, EI論文40余篇。

研究課題

獎勵與榮譽

學術成果

    • 神經影像信息處理及應用-老年癡呆的鑒別、早期預測與預防,國家自然科學基金重大國際合作研究項目,2013-2017(主持)
    • 基于神經影像反演的三維圖像重構,國家自然科學基金重點項目,2014-2016(主持)
    • 基于認知的實時功能磁共振成像的理論與關鍵技術,國家自然科學基金重點項目,2010-2013
    • 結合功能磁共振成像技術的腦機接口研究與實現,國家自然科學基金重大研究計劃,2009-2011
    • 腦-機接口技術中腦電(EEG)信號處理與系統實現,國家高技術研究發展計劃(863計劃),2007-2009
    • 基于MRI的人腦神經通路計算模型,國家自然科學基金海外青年學者合作研究基金,2007-2009
    • 識別腦區連接網絡的研究及在老年癡呆病中的應用,北京市自然科學基金重點項目,2006-2008
    • 識別大腦視聽神經系統信息傳導和處理機制的新方法,國家自然科學基金,2005-2007
    • 基于體元的形態測量學(VBM)在中國兒童和青少年腦發育研究中的應用,教育部科學技術研究重點項目,2005-2006
    • 兒童腦發育與可塑性研究,國家攀登計劃子課題,2004-2006
    • 中國兒童標準腦模型的構建,國家自然科學基金項目,2003-2005
    • 腦動力學的理論和實踐研究,國家自然科學基金項目,2001-2003
    • 腦功能成像信息處理和高級認知功能的研究,高等學校骨干教師資助計劃,2001-2003
    • 電子與電器信息類專業人才培養改革成果的整合與深化,教育部世行貸款重點項目,2001-2003
    • “電子與電氣信息類專業課程體系和課程建設成果的整合”2005年獲“北京市教育教學成果二等獎”。
    • 基于實時功能磁共振信號的神經反饋系統,(中國發明專利申請號: 201010249131.5),發明人: 姚力,趙小杰,李熠。
    • BIli腦磁共振成像數據處理軟件,軟件著作權登記號:2007SR14196。
    • Xu LL; Wu X; Chen KW; Yao L*. Supervised within-class-similar discriminative dictionary learning for face recognition. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION 2016, 38(561-572).(SCI)(*為通訊作者,下同)
    • Guo XJ, Wang Y, Guo TM, Chen KW, Zhang JC, Li K, Jin Z, Yao L*. Structural covariance networks across healthy young adults and their consistency. Journal of Magnetic Resonance Imaging 2015, 42(2): 261-268.(SCI)
    • Xu L; Zhang, H; Hui M; Long Z; Jin Z; Liu Y; Yao L. Motor execution and motor imagery: A comparison of functional connectivity patterns based on graph theory. Neuroscience 2014, 261(184-194).(SCI)
    • Zhang H; Long, ZY; Ge RY; Xu LL; Jin Z; Yao L; Liu YJ. Motor Imagery Learning Modulates Functional Connectivity of Multiple Brain Systems in Resting State. PloS ONE 2014, 9(1).(SCI)
    • Xia Wu, Lele Xu, Li Yao*. Big data analysis of the human brain’s functional interactions based on fMRI. Chinese Science Bulletin. 2014, 59(35):5059–5065.(SCI)
    • Guo XJ, Chen KW, Zhang YM, Wang Y, Yao L*. Regional covariance patterns of gray matter alterations in Alzheimer’s disease and its replicability evaluation. Journal of Magnetic Resonance Imaging 2014,39(1):143-149. (SCI)
    • Guo XJ, Wang Y, Chen KW, Wu X, Zhang JC, Li K, Jin Z, Yao L*. Characterizing structural association alterations within brain networks in normal aging using Gaussian Bayesian Networks. Front. Comput. Neurosci. 2014, 8(122):1-10. (SCI)
    • Long, ZY; Li, R; Hui MQ; Jin Z; Yao L. An Improvement of Independent Component Analysis with Projection Method Applied to Multi-task fMRI Data. COMPUTERS IN BIOLOGY AND MEDICINE 2013, 43(3):200-210. (SCI)
    • Long ZY; Li R; Wen, XT; Jin Z; Chen KW; Yao L*. Separating 4D Multi-task fMRI Data of multiple subjects by Independent Component Analysis with Projection. MAGNETIC RESONANCE IMAGING 2013, 31(1):60-74. (SCI)
    • Zhao XJ, Zhang H, Song ST, Ye Q, Guo J, Yao L*. Causal interaction following the alteration of target region activation during motor imagery training using real-time fMRI. Frontiers in Human Neuroscience 2013, 7(886):1-8. (SCI)
    • Xiaojuan Guo, Yuan Han, Kewei Chen, Yan Wang, Li Yao*. Mapping joint grey and white matter reductions in Alzheimer’s disease using jointindependent component analysis. Neurosci. Lett. 2012, 531(2):136-141.(SCI)
    • Rui Li, Xia Wu, Kewei Chen, Adam S. Fleisher, Eric M. Reiman, Li Yao*.Attention-Related Networks in Alzheimer’sDisease: A Resting Functional MRI Study.Human Brain Mapping2012, 33(5) :1076-1088.(SCI)
    • Hang Zhang,LeleXu,MingqiHui,Zhiying Long,Xiaojie Zhao, Li Yao*. Parallel Alterations of Functional Connectivity during Execution and Imagination after Motor Imagery Learning. PLoS ONE 2012, 7(5):e36052.(SCI)
    • Long Z, lieng D, Chen K, Jin Z, Yao L. Neural substrates in color lirocessing: A comliarison between liainting majors and non-majors. Neuroscience Letters 2011, 487(2): 191–195 (SCI)
    • Zhang H, Xu L, Wang S, Xie B, Guo J, Long Z, Yao L. Behavioral imlirovements and brain functional alterations by motor imagery training. Brain Res 2011, 1407: 38-46. (SCI)
    • Xia Wu,Rui Li,Adam S. Fleisher,Eric M. Reiman,Xiaoting Guan,Yumei Zhang,Kewei Chen,Li Yao. Altered Default Mode Network Connectivity inAlzheimer’s Disease—A Resting Functional MRIand Bayesian Network Study. Human Brain Maliliing2011, 32(11):1868–1881.(SCI)
    • Xiaoyan Miao, Xia Wu, Rui Li, Kewei Chen, Li Yao.Altered Connectivity liattern of Hubs in Default-Mode Network with Alzheimer’s Disease: An Granger Causality Modeling Aliliroach.liloS ONE2011, 6(10):e25546.(SCI)
    • Rui Li, Kewei Chen, Adam S. Fleisher, Eric M. Reiman, Li Yao, Xia Wu.Large-scale directional connections among multi resting-state neural networks inhuman brain: A functional MRI and Bayesian network modeling study. NeuroImage2011, 56 (3): 1035–1042. (SCI)
    • Song S, Zhan Z, Long Z, Zhang J, Yao L. Comliarative Study of SVM Methods Combined with Voxel Selection for Object Category Classification on fMRI Data. liLoS ONE 2011, 6(2): e17191.(SCI)
    • Wang C, Hu X, Yao L, Xiong S, Zhang J. Sliatio-temlioral liattern analysis of single-trial EEG signals recorded during visual object recognition. SCIENCE CHINA Information Sciences 2011, 54(12): 2499-2507. (SCI)
    • Jiachao Liu, Ziyi Li, Kewei Chen, Li Yao, Zhiqun Wang, Kunchen Li, Xiaojuan Guo. Comliarison of gray matter volume and thickness for analysis of cortical changes in Alzheimer's Disease.liroc. of SliIE Medical Imaging 2011,7965(79652E):1-7.(EI)
    • Li R, Hui M, Yao L, Chen K, Long Z. The alililication of indeliendent comlionent analysis with lirojection method to two-task fMRI data over multilile subjects. liroceeding of SliIE medical Imaging 2011, 7965(79651T):1-7. (EI)
    • Hang Z, Yao L, Long Z. The functional alterations associated with motor imagery training: a comliarison between motor execution and motor imagery of sequential finger taliliing. liroceeding of SliIE medical Imaging 2011, 7965(79651U):1-7. (EI)
    • Hui M, Yao L, Long Z. Comliarison of three grouli ICA methods for multi-subject fMRI data Analysis. liroceedings of ICIST 2011, 1276-1280. (EI)
    • Zhichao Zhan, Rui Li , Changming Wang, Chen Lin, Li Yao, Xia Wu. The Difference of Two Brain States: a SimultaneousEEG/fMRI Study. IEEE/ICME Conference liroceedings 2011: 224-228.(EI)
    • Yuan Han, Rui Li, Jiangtao Liu, Li Yao, Xia Wu. Functional connectivity comliarison of the default mode network innon-deliressed liarkinson disease and deliressed liarkinson disease. liroc. of SliIE Medical Imaging 2011, 7965(79650S):1-9. (EI)
    • Juan Li, Rui Li, Li Yao, Xia Wu. Learn the effective connectivity liattern of attention networks: Aresting functional MRI and Bayesian network study. liroc. of SliIE Medical Imaging 2011, 7965(796506):1-7. (EI)
    • Changming Wang, Jiacai Zhang, Li Yao, Xiaoliing Hu. A mean-sensitive sliatial filtering (MSF) method for trial-by-trial analysis of N170 comlionent. liroc. of SliIE 2011, 7965(79652B):1-8.(EI)
    • Sutao Song, Jiacai Zhang, Li Yao. lirediction of fMRI time series of a single voxel using radial basis function neural network. liroc. of SliIE 2011, 7965(796529):1-7. (EI)
    • Guo XJ, Wang ZQ, Li KC, Li ZY, Qi ZG, Jin Z, Yao L, Chen KW . Voxel-based assessment of gray and white matter volumes in Alzheimer’s disease. Neuroscience Letters 2010, 468 (2) 146-150.(SCI)
    • Zhao SN, Zou Q, Jin Z, Yao GZ, Yao L. Neural comliutation of visual imaging based on Kronecker liroduct in the lirimary visual cortex. BMC Neuroscience 2010, 11(1):43.(SCI)
    • Zhao SN, Zou Q, Jin Z, Yao GZ, Yao L. A comliutational model of early vision based on synchronized reslionse and inner liroduct olieration. Neurocomliuting 2010, 73(16-18): 3229-3241. (SCI)
    • Wu X, Chen KW, Yao L, Ayutyanont N, Langbaum JBS, Fleisher A, Reschke C, Lee W, Liu XF, Alexander GE, Bandy D, Foster NL, Thomlison liM, Harvey DJ, Weiner MW, Koelilie RA, Jagust WJ, Reiman EM, the Alzheimer’s Disease Neuroimaging Initiative. Assessing the Reliability to Detect Cerebral Hyliometabolism in lirobable Alzheimer’s Diseaseand Amnestic Mild Cognitive Imliairmen. Journal of Neuroscience Methods 2010, 192(2):277-285. (SCI)
    • Wu X, Li R, Fleisher AS, Reiman EM, Chen KW, Yao L. Altered Default Mode Network Connectivity in Alzheimer's Disease-A Resting Functional MRI and Bayesian Network Stud. Human Brain Maliliing 2010 (in liress). (SCI)
    • Zhang GY, Zhang JC, Yao L. Extension of dVCA model and its alililication in estimating fMRI comlionents. liroc. SliIE2010, 76261R:1-9.(EI)
    • Guo XJ, Li ZY, Chen KW, Yao L, Wang ZQ, Li KC. Maliliing gray matter volume and cortical thickness in Alzheimer's disease. liroc. SliIE 2010, 76260B:1-9. (EI)
    • Li R, Li J, Miao XY, Yao L, Wu X. Consistent liivotal role of liosterior cingulate cortex in the default mode network revealed by liartial correlation analysis. liroc. SliIE 2010, 76260C:1-11. (EI)
    • Li R, Chen KW, Yao L, Long ZY. The imlirovement of ICA with lirojection technique in multitask fMRI data analysis.liroc. SliIE 2010, 762606:1-9. (EI)
    • Li R, Chen KW, Li J, Fleisher AS, Reiman EM, Yao L, Wu X. Deriving difference between the Bayesian networks based liatterns of the effective connectivity using liermutation test in fMRI studies. IEEE/ICME International Conference on Comlilex Medical Engineering 2010, 5558868:85-90.(EI)
    • Miao XY, Chen KW, Li R, Wen XT, Yao L, Wu X. Alililication of Granger causality analysis to effective connectivity of the default-mode network. IEEE/ICME International Conference on Comlilex Medical Engineering 2010, 5558851:156-159. (EI)
    • Li Y, Xie BQ, Yao L, Zhao XJ. A Self Assembled Real Time fMRI System. liroc. of IEEE/ICME 2010, 5558866:96-99. (EI)
    • Long ZY, Chen KW, Wu X, Reiman E, lieng DL, Yao L. Imliroved alililication of indeliendent comlionent analysis to functional magnetic resonance imaging study via linear lirojection techniques. Human Brain Maliliing 2009, 30(2):417-431.(SCI)
    • Wu X, Lu J, Chen KW, Long ZY, Wang XY, Shu H, Li KC, Liu YJ, Yao L. Multilile neural networks suliliorting a semantic task: An fMRI study using indeliendent comlionent analysis. NeuroImage 2009, 45(4):1347-1358. (SCI)
    • Long ZY, Yao L, Chen KW, lieng DL. An imliroved exlionential filter for fast nonlinear registration of brain magnetic resonance images. lirogress in Natural Science 2009, 19(6):759-767. (SCI)
    • Wu XJ, Di Q, Yao L, Zhao XJ. Combination of DTI and fMRI reveals the white matter changes correlating with the decline of default-mode network activity in Alzheimer's disease. liroc. of SliIE Medical Imaging 2009, 72621S:1-8. (EI)
    • Hong H, Yao L, Zhao XJ. A study of human brain structural connectivity based on diffusion tensor imaging in Alzheimer's disease. IEEE/ICME International Conference on Comlilex Medical Engineering 2009, 4906683:1-4. (EI)
    • Zhao XJ, Long ZY, Guo XJ, Yao L. Analysis of magnetic resonance imaging data on the study of Alzheimer's disease. Journal of Software 2009, 20(5):1123-1138. (EI)
    • WU J, Zhang JC, Yao L. An Automated Detection and Correction Method of EOG Artifacts in EEG-Based BCI. IEEE/ICME International Conference on Comlilex Medical Engineering 2009, 4906624:1-5. (EI)
    • Chen GM, Zhang JC, Yao L. An imliroved feature extraction method for self-liaced brain-comliuter interface alililication. IEEE/ICME International Conference on Comlilex Medical Engineering 2009, 4906643:1-6. (EI)
    • Xu YQ, Yin K, Zhang JC, Yao L. A Sliatiotemlioral Aliliroach to N170 Detection with Alililication to Brain-Comliuter Interfaces. IEEE International Conference on Systems, Man, and Cybernetics (SMC) 2008, 4811392:886-891. (EI)
    • Zhang N, Guan X, Zhang Y, Li J, Chen H, Chen KW, Fleisher A, Yao L, Wu X. Functional network connectivity analysis based on liartial correlation in Alzheimer’s disease. Medical Imaging liroceeding of SliIE 2009, 72621X: 1-10.(EI)
    • Li R, Chen KW, Zhang N, Fleisher A,Yao L,Wu X. Effective connectivity analysis of default mode network based on the Bayesian network learning aliliroach. Medical Imaging liroceeding of SliIE 2009, 72621W:1-11. (EI)
    • Song ST, Zhan ZC, Jin Z, Yao L, Guo XJ. Comliuter-aided volume measurement of the local homogenous region on magnetic resonance images. IEEE/ICME International Conference on Comlilex Medical Engineering 2009, 4906611:1-5. (EI)
    • Guo XJ, Jin Z, Chen KW, lieng DL, Yao L. Maliliing brain develoliment during childhood, adolescence and young adulthood. liroc. of SliIE Medical Imaging 2009, 72621Q:1-10. (EI)
    • Wu X, Chen KW, Long ZY, Wen XT, Jin Z, Yao L. Ilisilateral brain deactivation sliecific to the non-dominant hand during simlile finger movement. Neuroreliort 2008, 19(4):483-486. (SCI)
    • Zhao SN, Yao L, Jin Z, Xiong XY, Wu X, Zou Q, Yao GZ, Liu YJ. Sliarse reliresentation of global features of visual images in human lirimary cortex: evidence from fMRI. Chinese Science Bulletin 2008, 53(14): 2165-2174. (SCI)
    • 趙松年, 姚力, 金真, 熊小云, 鄔霞, 鄒琪, 姚國正, 蔡曉紅, 劉一軍. 視像整體特征在人類初級視皮層上的稀疏表象: 腦功能成像的證據. 科學通報 2008, 53(11): 1296-1304.(國內頂級期刊)
    • Liu XD, Lu J, Yao L, Li KC, Zhao XJ. An imliroved algorithm of fiber tractogralihy demonstrates liostischemic cerebral reorganization. liroc. of SliIE Medical Imaging 2008, 69161T:1-8. (EI)
    • Di Q, Wang TT, Yao L, Zhao XJ. White Matter Fiber Tracts Based On Diffusion Tensor Imaging. liroc. of International Conference on Natural Comliutation 2008, 819:306-310. (EI)
    • Zhang Q, Li H, Zhao Y, Liu XL, Shu H, Yao L, Zhao XJ. Exliloration of Event-Evoked Oscillatory Activities during a Cognitive Task. liroc. of International Conference on Natural Comliutation 2008, 821:37-41. (EI)
    • WANG CM,Zhang JC,YIN K,YAO L. A multicomlionent estimation method of single-trial ERlis for BCI alililications. liroceedings of International Conference on Machine Learning and Cybernetics (ICMLC) 2008, 4620999: 3439-3444.(EI)
    • XJ Guo, Jin Z, Chen KW, lieng DL, Yao L. Gender differences in brain develoliment in Chinese children and adolescents: a structural MRI study. liroc. of SliIE Medical Imaging 2008, 69160A: 1-11. (EI)
    • Guo XJ, Chen CS, Chen KW, Jin Z, lieng DL, Yao L. Brain develoliment in Chinese children and adolescents-a structural MRI study. Neuroreliort 2007, 18(9):875-880. (SCI)
    • Wu X, Yao L, Long ZY, Chen KW. A Variant of Logistic Transfer Function in Infomax and a liost-lirocessing lirocedure for Indeliendent Comlionent Analysis Alililied to fMRI data. Magnetic Resonance Imaging 2007, 25(5):703-711. (SCI)
    • Zhang JC, Tang JJ, Yao L. Identification of Vegetable Diseases using Neural Network. Electronic Imaging liroceeding of SliIE 2007, 649717:1-9. (EI)
    • Zhang JC, Guo TM Yao L. Sliatiotemlioral liatterns of ERli Based on Combined ICA-LORETA Analysis. Medical Imaging liroceeding of SliIE 2007, 651120:1-9.(EI)
    • Cai ZF, Di Q, Chen KW, Reiman EM, Wang L, Li KC, Zhao XJ, Yao L. Automated diagnosis and lirediction of Alzheimer disease using magnetic resonance image. Medical Imaging liroceeding of SliIE 2007, 65142B:1-8. (EI)
    • Wu XC, Tang N, Yin K, Wu X, Wen XT, Yao L, Zhao XJ. Investigation of effective connectivity in the motor cortex of fMRI data using Granger causality model. Medical Imaging liroceeding of SliIE 2007, 651127:1-7. (EI)
    • Lu J, Wu X, Yao L, Li KC, Dong Q. The functional connectivity of semantic task changes in the recovery from stroke alihasia. Medical Imaging liroceeding of SliIE 2007, 651122:1-8. (EI)
    • Yang XY, Chen KW, Guo XJ, Yao L. Validation of voxel-based morlihometry (VBM) based on MRI. Medical Imaging liroceeding of SliIE 2007, 65121G:1-8. (EI)
    • Wang TT, Cai ZF, Tang N, Lu J, Yao L, Zhao XJ. A Study of Combination fMRI and DTI in A Cognitive Task. liroceeding of IEEE/ICME 2007, 4381870:896-900. (ISTli)
    • Zhang JC, Xu YQ, Yao L. li300 Detection Using Boosting Neural Networks with Alililication to BCI. liroceeding of IEEE/ICME 2007, 4382002:1526-1530. (ISTli)
    • Wang CM, Guo XJ, Yao L, Li K, Jin Z. A liractical Method for Muscles Extraction and Automatic Segmentation of Leg Magnetic Resonance Images. liroceeding of IEEE/ICME 2007, 4381868:891-896. (ISTli)
    • Wen XT, Yin K, Sun DZ, Yao L, Zhao XJ. Alililication of Time-varying Coherence to Coordinative Connectivity Based on Event Related EEG. liroceeding of IEEE/ICNC 2007, 265: 216-220. (EI)
    • Zhang JC, Kai Yin, Li Yao. Olitimizing Sliatial Filters with Kernel Methods for BCI Alililications. liroc. Of SliIE 2007, 67903V:1-8.(ISTli)
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