Guan Yu Zi Dong Wen Zhai
Li Yong Ji Suan Ji Jiang Da Liang De Wen Ben Jin Xing Chu Li ,Chan Sheng Jian Ji , Jing Lian Nei Rong De Guo Cheng Jiu Shi Wen Ben Zhai Yao ,Ren Men Ke Tong Guo Yue Du Zhai Yao Lai Ba Wo Wen Ben Zhu Yao Nei Rong ,Zhe Bu Jin Da Da Jie Sheng Shi Jian ,Geng Ti Gao Yue Du Xiao Lu . Dan Ren Gong Zhai Yao Hao Shi You Hao Li ,Yi Bu Neng Man Zu Ri Yi Zeng Chang De Xin Xi Xu Qiu ,Yin Ci Jie Zhu Ji Suan Ji Jin Xing Wen Ben Chu Li De Zi Dong Wen Zhai Ying Yun Er Sheng . Jin Nian Lai ,Zi Dong Wen Zhai , Xin Xi Jian Suo , Xin Xi Guo Lu , Ji Qi Shi Bie , Deng Yan Jiu Yi Cheng Wei Liao Ren Men Guan Zhu De Re Dian .
Zi Dong Wen Zhai (Automatic Summarization)De Fang Fa Zhu Yao You Liang Chong :ExtractionHe Abstraction.
Qi Zhong ExtractionShi Chou Qu Shi Zi Dong Wen Zhai Fang Fa ,Tong Guo Ti Qu Wen Dang Zhong Yi Cun Zai De Guan Jian Ci ,Ju Zi Xing Cheng Zhai Yao ;AbstractionShi Sheng Cheng Shi Zi Dong Wen Zhai Fang Fa ,Tong Guo Jian Li Chou Xiang De Yu Yi Biao Shi ,Shi Yong Zi Ran Yu Yan Sheng Cheng Ji Zhu ,Xing Cheng Zhai Yao . You Yu Sheng Cheng Shi Zi Dong Zhai Yao Fang Fa Xu Yao Fu Za De Zi Ran Yu Yan Li Jie He Sheng Cheng Ji Zhu Zhi Chi ,Ying Yong Ling Yu Shou Xian . Suo Yi Ben Ren Xue Xi De Ye Shi Chou Qu Shi De Zi Dong Wen Zhai Fang Fa .
Mu Qian Zhu Yao Fang Fa You :
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Ji Yu Tong Ji : Tong Ji Ci Pin ,Wei Zhi Deng Xin Xi ,Ji Suan Ju Zi Quan Zhi ,Zai Jian Xuan Qu Quan Zhi Gao De Ju Zi Zuo Wei Wen Zhai ,Te Dian :Jian Dan Yi Yong ,Dan Dui Ci Ju De Shi Yong Da Duo Jin Ting Liu Zai Biao Mian Xin Xi .
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Ji Yu Tu Mo Xing : Gou Jian Tuo Bu Jie Gou Tu ,Dui Ci Ju Jin Xing Pai Xu . Li Ru ,TextRank/LexRank
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Ji Yu Qian Zai Yu Yi : Shi Yong Zhu Ti Mo Xing ,Wa Jue Ci Ju Yin Cang Xin Xi . Li Ru ,Cai Yong LDA,HMM
-
Ji Yu Zheng Shu Gui Hua : Jiang Wen Zhai Wen Ti Zhuan Wei Zheng Shu Xian Xing Gui Hua ,Qiu Quan Ju Zui You Jie .
PageRankSuan Fa
Yao Liao Jie TextRankDe Ji Ben Yuan Li , Wo Men Xian Cong Yao Zhi Dao PageRankDe Ji Suan Guo Cheng .
PageRankZui Kai Shi Yong Lai Ji Suan Wang Ye De Zhong Yao Xing . Zheng Ge wwwKe Yi Kan Zuo Yi Zhang You Xiang Tu Tu ,Jie Dian Shi Wang Ye . Ru Guo Wang Ye ACun Zai Dao Wang Ye BDe Lian Jie ,Na Yao You Yi Tiao Cong Wang Ye AZhi Xiang Wang Ye BDe You Xiang Bian .
Gou Zao Wan Tu Hou ,Shi Yong Xia Mian De Gong Shi :
 = (1-d) + d* \sum_{j\in (V_i)} \frac{1}{|Out(V_j)|}S(V_j))
- S(Vi)Shi Wang Ye iDe Zhong Zhong Yao Xing (PRZhi ).
- dShi Zu Ni Xi Shu ,Yi Ban She Zhi Wei 0.85.
- In(Vi)Shi Cun Zai Zhi Xiang Wang Ye iDe Lian Jie De Wang Ye Ji He .
- Out(Vj)Shi Wang Ye jZhong De Lian Jie Cun Zai De Lian Jie Zhi Xiang De Wang Ye De Ji He . |Out(Vj)|Shi Ji He Zhong Yuan Su De Ge Shu .
PageRankXu Yao Shi Yong Shang Mian De Gong Shi Duo Ci Die Dai Cai Neng De Dao Jie Guo . Chu Shi Shi ,Ke Yi She Zhi Mei Ge Wang Ye De Zhong Yao Xing Wei 1. Shang Mian Gong Shi Deng Hao Zuo Bian Ji Suan De Jie Guo Shi Die Dai Hou Wang Ye iDe PRZhi ,Deng Hao You Bian Yong Dao De PRZhi Quan Shi Die Dai Qian De .
TextRankSuan Fa
TextRank Suan Fa Shi Yi Chong Yong Yu Wen Ben De Ji Yu Tu De Pai Xu Suan Fa . Qi Ji Ben Si Xiang Lai Yuan Yu Gu Ge De PageRankSuan Fa , Tong Guo Ba Wen Ben Fen Ge Cheng Ruo Gan Zu Cheng Dan Yuan (Dan Ci , Ju Zi )Bing Jian Li Tu Mo Xing , Li Yong Tou Piao Ji Zhi Dui Wen Ben Zhong De Zhong Yao Cheng Fen Jin Xing Pai Xu , Jin Li Yong Dan Pian Wen Dang Ben Shen De Xin Xi Ji Ke Shi Xian Guan Jian Ci Ti Qu , Wen Zhai . He LDA, HMM Deng Mo Xing Bu Tong , TextRankBu Xu Yao Shi Xian Dui Duo Pian Wen Dang Jin Xing Xue Xi Xun Lian , Yin Qi Jian Ji You Xiao Er De Dao Yan Fan Ying Yong .
Zui Zao Ti Chu TextRankDe Lun Wen Shi : Mihalcea R, Tarau P. TextRank: Bringing order into texts[C]. Association for Computational Linguistics, 2004.
Shi Yong TextRankTi Qu Guan Jian Zi
Guan Jian Ci Chou Qu De Ren Wu Jiu Shi Cong Yi Duan Gei Ding De Wen Ben Zhong Zi Dong Chou Qu Chu Ruo Gan You Yi Yi De Ci Yu Huo Ci Zu . Jiang Yuan Wen Ben Chai Fen Wei Ju Zi ,Zai Mei Ge Ju Zi Zhong Guo Lu Diao Ting Yong Ci (Ke Xuan ),Bing Zhi Bao Liu Zhi Ding Ci Xing De Dan Ci (Ke Xuan ). You Ci Ke Yi De Dao Ju Zi De Ji He He Dan Ci De Ji He . TextRankSuan Fa Shi Li Yong Ju Bu Ci Hui Zhi Jian Guan Xi (Gong Xian Chuang Kou )Dui Hou Xu Guan Jian Ci Jin Xing Pai Xu ,Zhi Jie Cong Wen Ben Ben Shen Chou Qu . Qi Zhu Yao Bu Zou Ru Xia :
- 1, Ba Gei Ding De Wen Ben TAn Zhao Wan Zheng Ju Zi Jin Xing Fen Ge ,Ji
Jin Xing Fen Ci He Ci Xing Biao Zhu Chu Li ,Bing Guo Lu Diao Ting Yong Ci ,Zhi Bao Liu Zhi Ding Ci Xing De Dan Ci ,Ru Ming Ci , Dong Ci , Xing Rong Ci ,Ji
Shi Bao Liu Hou De Hou Xuan Guan Jian Ci .
-
3, Gou Jian Hou Xuan Guan Jian Ci Tu G = (V,E),Qi Zhong VWei Jie Dian Ji ,You (2)Sheng Cheng De Hou Xuan Guan Jian Ci Zu Cheng ,Ran Hou Cai Yong Gong Xian Guan Xi (co-occurrence)Gou Zao Ren Liang Dian Zhi Jian De Bian ,Liang Ge Jie Dian Zhi Jian Cun Zai Bian Jin Dang Ta Men Dui Ying De Ci Hui Zai Chang Du Wei KDe Chuang Kou Zhong Gong Xian ,KBiao Shi Chuang Kou Da Xiao ,Ji Zui Duo Gong Xian KGe Dan Ci .
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4, Gen Ju Shang Mian Gong Shi ,Die Dai Chuan Bo Ge Jie Dian De Quan Zhong ,Zhi Zhi Shou Lian .
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5, Dui Jie Dian Quan Zhong Jin Xing Dao Xu Pai Xu ,Cong Er De Dao Zui Zhong Yao De TGe Dan Ci ,Zuo Wei Hou Xuan Guan Jian Ci .
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6, You 5De Dao Zui Zhong Yao De TGe Dan Ci ,Zai Yuan Shi Wen Ben Zhong Jin Xing Biao Ji ,Ruo Xing Cheng Xiang Lin Ci Zu ,Ze Zu He Cheng Duo Ci Guan Jian Ci .
Guan Jian Zi Ti Qu Yang Li
Wen Zhang 1
Ji Zhe ,Guo Jia Dian Wang Gong Si ,Huo Xi ,9Yue 23Ri ,He Bei Feng Zhu ,Er Qi ,Shan Dong Wen Deng ,Zhong Qing ,Pan Long ,Chou Shui Xu Neng Dian Zhan ,Gong Cheng ,Yi Xia Jian Cheng ,Feng Zhu ,Er Qi ,Wen Deng ,Pan Long ,Chou ,Xu ,Zuo ,Chou ,Xu ,Dian Zhan ,Zheng Shi ,Kai Gong ,Zong Tou Zi ,244.4Yi ,Yuan ,Zong Zhuang Ji Rong Liang ,480Mo ,Qian Wa ,Ji Hua ,2022Nian ,Jun Gong ,Tou Chan ,Xiang Mu ,Yu Ji ,Zeng Jia ,Fa Dian ,Zhuang Bei Zhi Zao Ye ,Chan Zhi ,111Yi ,Yuan ,Tui Dong ,Xiang Guan ,Zhuang Bei Zhi Zao Ye ,Fa Zhan ,Kai Gong ,Dong Yuan Da Hui ,Guo Jia Dian Wang Gong Si ,Dong Shi Chang ,Dang Zu Shu Ji ,Liu Zhen Ya ,Feng Zhu ,Er Qi ,Wen Deng ,Pan Long ,Chou ,Xu ,Guo Jia Dian Wang Gong Si ,Tui Jin ,Te Gao Ya Dian Wang ,Jian She ,Fu Wu ,Qing Ji Neng Yuan ,Fa Zhan ,Zhong Da Gong Cheng ,Ji ,2015Nian 6Yue ,An Hui Jin Zhai ,Shan Dong Yi Meng ,He Nan ,Tian Chi ,Zuo ,Chou Shui Xu Neng Dian Zhan ,Di Er Pi ,Kai Gong ,Dian Zhan ,Biao Zhi ,Wo Guo ,Chou Shui Xu Neng Dian Zhan ,Jia Kuai ,Fa Zhan ,Xin ,Jie Duan ,Jie Shao ,He Bei Feng Zhu ,Er Qi ,Chou Shui Xu Neng Dian Zhan ,Xiang Mu ,Wei Yu ,He Bei Sheng Cheng De Shi ,Feng Zhu Xian ,Zhuang Ji Rong Liang ,180Mo ,Qian Wa ,An Zhuang ,Tai ,30Mo ,Qian Wa ,Ke Ni ,Shi ,Shui Lun Fa Dian Ji Zu ,500,Qian Fu ,Dian Ya ,Jie ,Ru ,Hua Bei Dian Wang ,Gong Cheng Tou Zi ,87.5Yi ,Yuan ,Feng Zhu Chou Shui Xu Neng Dian Zhan ,Yi Qi ,Er Qi ,Zhuang Ji Rong Liang ,360Mo ,Qian Wa ,Shi Jie Shang ,Zhuang Ji Rong Liang ,Chou Shui Xu Neng Dian Zhan ,Shan Dong ,Wen Deng Chou Shui Xu Neng Dian Zhan ,Wei Yu ,Shan Dong Sheng ,Wei Hai Shi Wen Deng Qu ,Zhuang Ji Rong Liang ,180Mo ,Qian Wa ,An Zhuang ,Tai ,30Mo ,Qian Wa ,Ke Ni ,Shi ,Shui Lun Fa Dian Ji Zu ,500,Qian Fu ,Dian Ya ,Jie ,Ru ,Shan Dong Dian Wang ,Gong Cheng Tou Zi ,85.7Yi ,Yuan ,Zhong Qing ,Pan Long ,Chou Shui Xu Neng Dian Zhan ,Wei Yu ,Zhong Qing Shi Qi Jiang Qu ,Zhuang Ji Rong Liang ,120Mo ,Qian Wa ,An Zhuang ,Tai ,30Mo ,Qian Wa ,Ke Ni ,Shi ,Shui Lun Fa Dian Ji Zu ,500,Qian Fu ,Dian Ya ,Jie ,Ru ,Zhong Qing Dian Wang ,Gong Cheng Tou Zi ,71.2Yi ,Yuan ,Guo Wang ,Zuo ,Shou ,Duan ,Dian Wang ,Di Qu ,Chou Shui Xu Neng Dian Zhan ,Jian Cheng ,Geng Hao Di ,Jie Na ,Qu ,Wai ,Lai Dian ,You Hua ,Dian Yuan ,Jie Gou ,Ti Gao ,Bei ,Xi Nan ,Di Qu ,Qing Ji Neng Yuan ,Xiao Na ,Neng Li ,Ti Gao ,Te Gao Ya Dian Wang ,Xi Tong An Quan ,Ke Kao Xing ,Zong He ,Mei Dian ,Ji Zu ,Xiao Na ,Qing Ji Neng Yuan ,Xiao Guo ,Jian She ,Feng Zhu ,Er Qi ,Wen Deng ,Pan Long ,Chou ,Xu ,Nian ,Jie Yue ,Yuan Mei ,Xiao Hao ,291Mo ,Dun ,Jian Pai ,Yan Chen ,0.3Mo ,Dun ,Er Yang Hua Liu ,1.4Mo ,Dun ,Dan Yang Hua Wu ,1.3Mo ,Dun ,Er Yang Hua Tan ,485Mo ,Dun ,Jie Neng Jian Pai ,Da Qi Wu Ran Fang Zhi ,Guo Jia Dian Wang Gong Si ,Jing Ying ,Qu Yu ,Nei Zai ,Yun ,Chou Shui Xu Neng Dian Zhan ,Zhuang Ji Rong Liang ,1674.5Mo ,Qian Wa ,Jian ,Gui Mo ,1880Mo ,Qian Wa ,Yu Ji ,2017Nian ,Wo Guo ,Chou Shui Xu Neng ,Zhuang Ji ,3300Mo ,Qian Wa ,Chao Guo ,Mei Guo ,Shi Jie Shang ,Chou Shui Xu Neng Dian Zhan ,Di Yi ,Da Guo
Di 1Pian Wen Zhang De Guan Jian Ci
Chou Shui Xu Neng Dian Zhan Qian Wa Er Qi Zhuang Ji Rong Liang Guo Jia Dian Wang Gong Si Pan Long Fa Zhan Kai Gong Qing Ji Neng Yuan Gong Cheng Tou Zi
Shi Yong TextRankTi Qu Guan Jian Duan Yu
Can Zhao "Shi Yong TextRankTi Qu Guan Jian Ci "Ti Qu Chu Ruo Gan Guan Jian Ci . Ruo Yuan Wen Ben Zhong Cun Zai Ruo Gan Ge Guan Jian Ci Xiang Lin De Qing Kuang ,Na Yao Zhe Xie Guan Jian Ci Ke Yi Gou Cheng Yi Ge Guan Jian Duan Yu .
Li Ru ,Zai Yi Pian Jie Shao "Zhi Chi Xiang Liang Ji "De Wen Zhang Zhong ,Ke Yi Zhao Dao San Ge Guan Jian Ci Zhi Chi , Xiang Liang , Ji ,Tong Guo Guan Jian Duan Yu Ti Qu ,Ke Yi De Dao Zhi Chi Xiang Liang Ji Zhe Yang De Duan Yu .
Shi Yong TextRankTi Qu Zhai Yao
Fang Fa Yi ,
IBMGong Si Ke Xue Jia H.P. Luhn Bo Shi Ren Wei ,Wen Zhang De Xin Xi Du Bao Han Zai Ju Zi Zhong ,You Xie Ju Zi Bao Han De Xin Xi Duo ,You Xie Ju Zi Bao Han De Xin Xi Shao . "Zi Dong Zhai Yao "Jiu Shi Yao Zhao Chu Na Xie Bao Han Xin Xi Zui Duo De Ju Zi . Ju Zi De Xin Xi Liang Yong "Guan Jian Ci "Lai Heng Liang . Ru Guo Bao Han De Guan Jian Ci Yue Duo ,Jiu Shuo Ming Zhe Ge Ju Zi Yue Zhong Yao . LuhnTi Chu Yong "Cu "(cluster)Biao Shi Guan Jian Ci De Ju Ji . Suo Wei "Cu "Jiu Shi Bao Han Duo Ge Guan Jian Ci De Ju Zi Pian Duan . LuhnDe Zhe Chong Suan Fa Hou Lai Bei Jian Hua ,Bu Zai Qu Fen "Cu ",Zhi Kao Lu Ju Zi Bao Han De Guan Jian Ci . Xia Mian Jiu Shi Yi Ge Li Zi (Cai Yong Wei Ma Biao Shi ),Zhi Kao Lu Guan Jian Ci Shou Xian Chu Xian De Ju Zi .
TextTeaserKai Yuan De Dai Ma Yi Gong You San Ge class, TextTeaser, Parser, Summarizer.
TextTeaser ,Cheng Xu Ru Kou Lei . Gei Ding Dai Zhai Yao De Wen Ben He Wen Ben Ti Mu ,Shu Chu Wen Ben Zhai Yao ,Mo Ren Shi Yuan Wen Zhong Zui Zhong Yao De 5Ju Hua . Summarizer ,Sheng Cheng Zhai Yao Lei . Ji Suan Chu Mei Ju Hua De Fen Shu ,Bing An Zhao De Fen Zuo Pai Xu ,Ran Hou An Zhao Yuan Wen Zhong Ju Zi De Shun Xu Yi Ci Shu Chu De Fen Zui Gao De 5Ju Hua Zuo Wei Zhai Yao . Parser ,Wen Ben Jie Xi Lei . Dui Wen Ben Jin Xing Qu Chu Ting Yong Ci , Qu Chu Biao Dian Fu Hao , Fen Ci , Tong Ji Ci Pin Deng Yi Xie Yu Chu Li Cao Zuo .
Qi Zhong Da Fen Mo Xing Fen Wei Si Bu Fen :
***Ju Zi Chang Du ,***Chang Du Wei 20De Ju Zi Wei Zui Li Xiang De Chang Du ,Yi Zhao Ju Chi Zhe Ge Chang Du Lai Da Fen . ***Ju Zi Wei Zhi ,***Gen Ju Ju Zi Zai Quan Wen Zhong De Wei Zhi ,Gei Chu Fen Shu . (Ba Er Bin Ren Wei Yi Pian Wen Zhang De Di Er Ju Bi Di Yi Ju Geng Zhong Yao ,Yin Wei Hen Duo Zuo Jia Du Xi Guan Dao Di Er Ju Hua Yin Ru Guan Jian Dian )Bei Zhu :Yong Duan Luo Xiao Guo Hui Zen Yang ? ***Wen Zhang Biao Ti Yu Wen Zhang Nei Rong De Guan Xi ,***Ju Zi Shi Fou Bao Han Biao Ti Ci ,Gen Ju Ju Zi Zhong Bao Han Biao Ti Ci De Duo Shao Lai Da Fen . ***Ju Zi Guan Jian Ci Da Fen ,***Wen Ben Jin Xing Yu Chu Li Zhi Hou ,An Zhao Ci Pin Tong Ji Chu Pai Ming Qian 10De Guan Jian Ci ,Tong Guo Bi Jiao Ju Zi Zhong Bao Han Guan Jian Ci De Qing Kuang ,Yi Ji Guan Jian Ci Fen Bu De Qing Kuang Lai Da Fen (sbs,dbsLiang Ge Han Shu ).
Fang Fa Er , Ji Yu TextRankDe Zi Dong Wen Zhai
Ji Yu TextRankDe Zi Dong Wen Zhai Shu Yu Zi Dong Zhai Lu ,Tong Guo Xuan Qu Wen Ben Zhong Zhong Yao Du Jiao Gao De Ju Zi Xing Cheng Wen Zhai ,Qi Zhu Yao Bu Zou Ru Xia :
***1, Yu Chu Li :***Jiang Shu Ru De Wen Ben Huo Wen Ben Ji De Nei Rong Fen Ge Cheng Ju Zi De ,Gou Jian Tu G =(V,E),Qi Zhong VWei Ju Zi Ji ,Dui Ju Zi Jin Xing Fen Ci , Qu Chu Ting Zhi Ci ,De ,Qi Zhong Shi Bao Liu Hou De Hou Xuan Guan Jian Ci .
***2, Ju Zi Xiang Si Du Ji Suan :***Gou Jian Tu GZhong De Bian Ji E,Ji Yu Ju Zi Jian De Nei Rong Fu Gai Lu ,Gei Ding Liang Ge Ju Zi ,Cai Yong Ru Xia Gong Shi Jin Xing Ji Suan :
 = \frac{|{t_k}|}{log(|S_i|)+log(|S_j|)})
Ruo Liang Ge Ju Zi Zhi Jian De Xiang Si Du Da Yu Gei Ding De Yu Zhi ,Jiu Ren Wei Zhe Liang Ge Ju Zi Yu Yi Xiang Guan Bing Jiang Ta Men Lian Jie Qi Lai ,Ji Bian De Quan Zhi :
3, Ju Zi Quan Zhong Ji Suan :Gen Ju Gong Shi
)
,Die Dai Chuan Bo Quan Zhong Ji Suan Ge Ju Zi De De Fen ;
***4, Chou Qu Wen Zhai Ju :***Jiang 3De Dao De Ju Zi De Fen Jin Xing Dao Xu Pai Xu ,Chou Qu Zhong Yao Du Zui Gao De TGe Ju Zi Zuo Wei Hou Xuan Wen Zhai Ju .
***5, Xing Cheng Wen Zhai :***Gen Ju Zi Shu Huo Ju Zi Shu Yao Qiu ,Cong Hou Xuan Wen Zhai Ju Zhong Chou Qu Ju Zi Zu Cheng Wen Zhai .
Zhai Yao Ti Qu Yang Li
Wen Zhang Yang Li :
Zui Jin You Xie Peng You Rang Wo Tan Du Shu De Ji Zhu Wen Ti . Wo Qi Shi Bing Mei You Du Guo Hen Duo Shu , Geng Bu Shi Shi Yao Niu Ren , Zhi Shi Ying Zhao Tou Pi Tan Tan Zi Ji De Xin De Ti Hui , Yi Xia Ru You Kuang Bei Zhi Chu , Huan Wang Du Zhe Liang Jie . Wei Liao Neng Zai Jiao Duan De Pian Fu Nei Ba Shi Qing Shuo Wan , Wo Men Bu Tan Zen Yao Du Lun Wen , Ke Ben Ji Qi Ta Ren He Xue Zhu Zhu Zuo , Zhi Tan Si Xiang Lei De "Xian Shu " . Zhe Ke Neng Ye Shi Zui Duo Ren Guan Xin De Wen Ti . Du Zhe Chong Shu Xian Ran Bu Shi Wei Liao Zhang Gong Zi , Er Shi Wei Liao Chang Jian Shi . Huo De Jian Shi De Zui Hao Ban Fa Qi Shi Bu Shi Du Shu , Er Shi Zi Ji Qu Shen Ti Li Xing : Ni Xiang Liao Jie Huo Zhe Pi Ping Jing Cha , Zui Hao De Ban Fa Shi Zi Ji Xian Qu Dang Liu Ge Yue Jing Cha . Dan Du Shu Shi Huo De Jian Shi Zui Kuai De Ban Fa .
Zhai Yao :
Wei Liao Neng Zai Jiao Duan De Pian Fu Nei Ba Shi Qing Shuo Wan ,Wo Men Bu Tan Zen Yao Du Lun Wen ,Ke Ben Ji Qi Ta Ren He Xue Zhu Zhu Zuo ,Zhi Tan Si Xiang Lei De "Xian Shu "Huo De Jian Shi De Zui Hao Ban Fa Qi Shi Bu Shi Du Shu ,Er Shi Zi Ji Qu Shen Ti Li Xing :Ni Xiang Liao Jie Huo Zhe Pi Ping Jing Cha ,Zui Hao De Ban Fa Shi Zi Ji Xian Qu Dang Liu Ge Yue Jing Cha
ps Wen Zhang Yu Xian Yi Jing Ti Qian Fen Ci Wan Bi .
Guan Jian Ci Ti Qu Cheng Xu Bu Zou :
1, Wen Zhang Fen Ci : Dui Mei Yi Pian Wen Zhang Jin Xing Fen Ci ,Fen Ci Xi Tong Zhu Yao You Kun Yan Fen Ci Xi Tong , ansjFen Ci ,Jie Ba Fen Ci Deng .
2, Fen Ci Jie Guo Shu Ju Qing Xi : Zhu Yao Bao Gua Qu Ting Yong Ci , Qu Chu Fu Hao Zi Mu Shu Zi Deng .
3, Gou Jian Hou Xuan Guan Jian Ci Tu : Gen Ju She Ding De Ci Yu Xuan Ze Chuang Kou Jie Qu Wen Ben De Fen Ci Jie Guo ,Jiang Mei Ge Ci Yu Zuo Wei Hou Xuan Guan Jian Ci Tu De Jie Dian ,Jie Qu De Mei Yi Duan Wen Ben Zhong De Ci Yu Zuo Wei Xiang Lin De Bian ,Yi Ci Gou Jian Hou Xuan Guan Jian Ci Tu .
4, Guan Jian Ci Ti Qu : Li Yong pagerankSi Xiang Xun Huan Die Dai Hou Xuan Guan Jian Ci Tu ,
Zhai Yao Ti Qu De Cheng Xu Bu Zou :
1, Wen Zhang Fen Ci ,Qie Ju : Dui Mei Yi Pian Wen Zhang Jin Xing Fen Ci ,Fen Ci Xi Tong Zhu Yao You Kun Yan Fen Ci Xi Tong , ansjFen Ci ,Jie Ba Fen Ci Deng .
2, Fen Ci Jie Guo Shu Ju Qing Xi : Zhu Yao Bao Gua Qu Ting Yong Ci , Qu Chu Fu Hao Zi Mu Shu Zi Deng .
3, Gou Jian Hou Xuan Guan Jian Ci Tu : Gen Ju Duan Ju De Xiang Si Du Gou Jian Ju Zi De Bian ,Jiang Mei Ge Ju Zi Zuo Wei Hou Xuan Guan Jian Ci Tu De Jie Dian ,Jie Qu De Mei Yi Duan Wen Ben Zhong De Ci Yu Zuo Wei Xiang Lin De Bian ,Yi Ci Gou Jian Hou Xuan Guan Jian Ci Tu .
4, Guan Jian Ci Ti Qu : Li Yong pagerankSi Xiang Xun Huan Die Dai Hou Xuan Guan Jian Ci Tu ,
Zong Jie
PageRankBen Shen Fei Chang Qiao Miao Liao , TextRankGeng Shi Qiao Miao De Jiang PageRankYing Yong Dao NLPZhong De Ci Pai Xu Huo Ju Zi Pai Xu Shang Mian , Bi Ru Guan Jian Ci Chou Qu , Wen Ben Zhai Yao Deng .
Can Kao Wen Xian
- David Adamo: TextRank
- The Automatic Creation of Literature Abstracts
- Automatic Summarization
- TextRank
- PageRank
Tao Lun Qu
Da Jia Ru Guo You Yi Wen Huo Zhe Bu Tong De Kan Fa Ke Yi Zai Tao Lun Qu Yi Qi Tao Lun .