A dynamic network is frequently encountered in various real industrial applications, such as the Internet of Things. It is composed of numerous nodes and large-scale dynamic real-time interactions among them, where each node indicates a specified entity, each directed link indicates a real-time interaction, and the strength of an interaction can be quantified as the weight of a link. As the involved nodes increase drastically, it becomes impossible to observe their full interactions at each time slot, making a resultant dynamic network High Dimensional and Incomplete (HDI). An HDI dynamic network with directed and weighted links, despite its HDI nature, contains rich knowledge regarding involved nodes’ various behavior patterns. Therefore, it is essential to study how to build efficient and effective representation learning models for acquiring useful knowledge. In this book, we first model a dynamic network into an HDI tensor and present the basic latent factorization of tensors (LFT) model. Then, we propose four representative LFT-based network representation methods. The first method integrates the short-time bias, long-time bias and preprocessing bias to precisely represent the volatility of network data. The second method utilizes a proportion-al-integral-derivative controller to construct an adjusted instance error to achieve a higher convergence rate. The third method considers the non-negativity of fluctuating network data by constraining latent features to be non-negative and incorporating the extended linear bias. The fourth method adopts an alternating direction method of multipliers framework to build a learning model for implementing representation to dynamic networks with high preciseness and efficiency.
Turks in the Gaochang provisioning texts / Wu Yugui -- The Chinese Persia expeditionary force as referenced in the Turfan documents / Jiang Boqin -- The nine Zhaowu surnames (Sogdians) in the six Hu prefectures and other places in the Tang Dynasty / Zhang Guangda -- The religious background to the An Lushan Rebellion / Rong Xinjiang -- The establishment of the Khitan state and Uyghur culture / Wang Xiaofu -- The forenames and courtesy names of the Khitans : the father-son name linkage system from the perspective of cultural anthropology / Liu Pujiang and Kang Peng -- Khitan tribal organization and the birth of the Khirtan state / Cai Meibiao -- Regarding the Mongol bo'ol in the 11th and 12th centuries / Yekemingghadai Irinchin -- A critical examination of the year of birth of Chinggis Khan / Zhou Qingshu -- The Kirghiz and neighboring tribes in the Yuan Dynasty / Han Rulin -- The Kerait kingdom up to the thirteenth century / Chen Dezhi -- A study of Küšän Tarim in the Yuan Dynasty / Liu Yingsheng -- Liquor still and milk-wine distilling technology in the Mongol-Yuan period / Luo Feng -- Reflections on the appellations of Xiongnu Shanyu titles / Luo Xin -- From tribal confederacy to ethnic community : on historical changes in Manchu identity before the mid-Qing / Yao Dali
Latent factor analysis models are an effective type of machine learning model for addressing high-dimensional and sparse matrices, which are encountered in many big-data-related industrial applications. The performance of a latent factor analysis model relies heavily on appropriate hyper-parameters. However, most hyper-parameters are data-dependent, and using grid-search to tune these hyper-parameters is truly laborious and expensive in computational terms. Hence, how to achieve efficient hyper-parameter adaptation for latent factor analysis models has become a significant question. This is the first book to focus on how particle swarm optimization can be incorporated into latent factor analysis for efficient hyper-parameter adaptation, an approach that offers high scalability in real-world industrial applications. The book will help students, researchers and engineers fully understand the basic methodologies of hyper-parameter adaptation via particle swarm optimization in latent factor analysis models. Further, it will enable them to conduct extensive research and experiments on the real-world applications of the content discussed.
This book mainly shows readers how to calibrate and control robots. In this regard, it proposes three control schemes: an error-summation enhanced Newton algorithm for model predictive control; RNN for solving perturbed time-varying underdetermined linear systems; and a new joint-drift-free scheme aided with projected ZNN, which can effectively improve robot control accuracy. Moreover, the book develops four advanced algorithms for robot calibration – Levenberg-Marquarelt with diversified regularizations; improved covariance matrix adaptive evolution strategy; quadratic interpolated beetle antennae search algorithm; and a novel variable step-size Levenberg-Marquardt algorithm – which can effectively enhance robot positioning accuracy. In addition, it is exceedingly difficult for experts in other fields to conduct robot arm calibration studies without calibration data. Thus, this book provides a publicly available dataset to assist researchers from other fields in conducting calibration experiments and validating their ideas. The book also discusses six regularization schemes based on its robot error models, i.e., L1, L2, dropout, elastic, log, and swish. Robots’ positioning accuracy is significantly improved after calibration. Using the control and calibration methods developed here, readers will be ready to conduct their own research and experiments.
p p quanzhou governor mei yingjie was framed beheaded by the imperial court on that night the home of the sixty-seven in addition to anita mui and the sister she hid yanqing none alive the yan xue of 8 years old is sold by evil person brothel the luo wang that the younger sister yan qing of 6 years old is late arrives a step adopts after 10 years yan qing enters the palace to serve king be given as luo fei and right now yan xue already is yan name the flower charm that spreads far
This book mainly deals with grassland digitalization and recognition through computer vision, which will make contributions to implement of grass auto recognition and data acquisition. Taking advantage of computer vision, it focuses on intrinsic feature extraction to realize the functions such as auto recognition of forage seeds and microscope images mosaic. The book presents a new approach for identification of grass seeds, with clear figures and detailed tables. It enlightens reader by solving the traditional problems of pratacultural science through the aid of computer science.
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
Of the two women betting on men, one loved to gamble like her life, the other loved money like her life. One hoped to win over the God of Gambling Husband, while the other tried to win a lot of gold with her fiance.The two women had their wish. Hua Tianyu had successfully won the God of Gambling Husband from Servant Qian, and not only did Servant Qian win Hua's ten thousand taels of gold, he had also picked up a pretty good fiance.The crown prince, Hua Yuchen, had been defeated by his younger sister, Hua Tianjiao, and the gambler, Li Mufan, had been defeated by his unmarried wife, Servant Qian, by the gambling-mongering princess, Hua Tianyu.How would the two men who were treated as wagers punish these two bold women?
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
During the Cultural Revolution over 14 million Chinese high school graduates were sent from the cities to live and work in the countryside. They were known as zhiqing – ‘educated youth’. They fell in love, married, had children. In the late 1970s the policy changed and they were allowed to return, but not their families. Many jumped at the opportunity, leaving spouses and children behind. Ten years later the children, now teenagers, began to turn up in the cities, looking for their parents. Educated Youth follows five such children, who have travelled across China from a province in the south west to Shanghai in the east, only to discover that their mothers and fathers have remarried, and have new families, in which there is no room for them. Their reappearance brings out the worst in the parents – their duplicity, greed and self-interest – and the best too, as they struggle to come to terms with their sense of love and duty.
I didn't expect that after my rebirth, I would become a baby boy, and the new daddy was actually the leader of Killer's Organization. As someone who craves love, how long will it take for me to fall in love? Looking at Qi Tianyang and Zhan Feng, these two brothers of mine who grew up together since childhood, I was confused, they are my brothers, I am a man and I am a woman, I have a man's body yet I have a woman's heart.Man? Woman? Who am I supposed to love? I struggle, I am confused, full of bloody Jianghu, bold Jianghu children, where to go? Where is my home? I was forced to marry at the age of twenty, but on the eve of marriage.
If not for her fear of harming the innocent, she would have taken care of those robbers long ago. However, she didn't expect to be shot by those blind bullets. She opened her eyes and thought that there were many holes in her body. She didn't see any holes, but a vulgar man was gnawing on her body. He must be tired of living and wanted to know who she was ... It was just that she didn't expect her life to be so tragic. She didn't expect her life to be so tragic, to be transported to the body of a violent and cruel empress, to be hit by the emperor's husband. Now, she knew what it meant to be unable to refute a single thing ...
In Li Jingjing's entire life, he had summed it up in a single sentence: Si Luoming, and Si Luoming was the loser. When he was young, he had chased after him, painstakingly becoming someone who could stand shoulder to shoulder with him. But in the end, it never occurred to her that he actually loathed her. Especially when she "indirectly killed" the person he had hidden in his heart, his hatred for her was no longer concealed. Only then did she know that she had suffered a crushing defeat after so many years.
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
On Valentine's Day, Xiao Lan planned to sell some roses in the Street to earn some living. He never thought that he would actually meet his boss who was picking up girls.Xiao Lan initially wanted to chase after the gossip, but he was caught red-handed, he rushed into the elevator in panic, he did not expect the elevator to malfunction, and rushed straight down from the 18th floor.Xiao Lan hid into the darkness while reciting the name of Guan Yin Bodhisattva.When he woke up, he found himself surrounded by a group of people. When he looked at himself again, he actually wanted to start from a baby.Even though she was an orphan in the modern world, after she transmigrated, she was still an unknown father. Her mother was actually the most despised brothel girl.
p p quanzhou governor mei yingjie was framed beheaded by the imperial court on that night the home of the sixty-seven in addition to anita mui and the sister she hid yanqing none alive the yan xue of 8 years old is sold by evil person brothel the luo wang that the younger sister yan qing of 6 years old is late arrives a step adopts after 10 years yan qing enters the palace to serve king be given as luo fei and right now yan xue already is yan name the flower charm that spreads far
There was righteousness in the heaven and earth, and it was all in the shape of a hodgepodge. The bottom part was a river, while the top part was a sun. In the human world, one could live freely.With a righteous heart, there was no difference between a region, a gender, or a status.His name was Nan Feng, and he had crawled out from the pile of dead to be reborn.Uninhibited, but not losing the truth, with action to open up a different path for themselves, with the ability to walk out of a colorful life.The story began with the Redbud Token ...Book Collection: Redbud Order (195782611)
While Yan Huexin was taking a bath, the mirror in the bathroom emitted a blinding light. Yan Huexin teleported like this and suppressed Noble Consort, who was fighting with His Majesty the Spirit Demons ... ..."Since you have smashed our Noble Consort to death, you shall take her place." Xin Rui smiled as he looked at the naked woman descending from the sky.No way. Yan Hui Xin knew that killing people required his life, but this kind of compensation was too outrageous. How could she not agree?"Sure, you intend to murder the current emperor and sentence him to death." Xin Rui smiled.Transmigration was not something that she could control. It was completely an accident that could crush someone to death, and accidents shouldn't be punished, right? But this unreasonable lecherous emperor was actually going to pin her with the crime of assassinating the Kamikaze.
A dazzling cycle of short stories by one of China’s most revered contemporary writers and one of the world’s leading artist-intellectuals. An Empty Room is the first book by the celebrated Chinese writer Mu Xin to appear in English. A cycle of thirteen tenderly evocative stories written while Mu Xin was living in exile, this collection is reminiscent of the structural beauty of Hemingway’s In Our Time and the imagistic power of Kawabata’s palm-of-the-hand stories. From the ordinary (a bus accident) to the unusual (Buddhist halos) to the wise (Goethe, Lao Zi), Mu Xin’s wandering “I” interweaves plots with philosophical grace and spiritual profundity. A small blue bowl becomes a symbol of vanishing childhood; a painter in a race against fading memory scribbles notes in an underground prison during the Cultural Revolution; an abandoned temple room holds a dark mystery. An Empty Room is a soul-stirring page turner, a Sebaldian reverie of passing time, loss, and humanity regained.
If not for her fear of harming the innocent, she would have taken care of those robbers long ago. However, she didn't expect to be shot by those blind bullets. She opened her eyes and thought that there were many holes in her body. She didn't see any holes, but a vulgar man was gnawing on her body. He must be tired of living and wanted to know who she was ... It was just that she didn't expect her life to be so tragic. She didn't expect her life to be so tragic, to be transported to the body of a violent and cruel empress, to be hit by the emperor's husband. Now, she knew what it meant to be unable to refute a single thing ...
When she was still a child, she was cursed. She was born with half of her face that could topple nations and the other half that was as ugly as a ghost.He originally thought that his mother would eventually return home. He never would have thought that she would actually become the empress of a mother to the world with an imperial edict.On the night of their wedding, her husband, the emperor, opened his phoenix handkerchief. In that instant, Xue Lian saw the most wonderful face in his life. Before she could finish admiring the expressions, her husband left.The next day, an imperial edict sent her, the empress, to the cold palace.She didn't know why? If he didn't like her, then why did he want her to be his successor?
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