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The Champions League has reached the fourth round of the group stage, and there are only two rounds left before the end of the group stage. In fact, the lineup of the knockout stage has been basically determined, but the final two rounds still need to be finalized. Some of each group have been eliminated in advance, and some can only enter the Europa League. Let’s specifically analyze the possible lineup of the Champions League Top 16.

Group A, Naples 12 points, Liverpool 9 points, Ajax 3 points and Rangers 0 points.

The qualifying situation of this group is already very clear. Two teams, Naples and Liverpool, have already qualified ahead of schedule, while Ajax and Flowers can only be eliminated. However, there is a theoretical possibility. In the second round of the contest with Liverpool, Ajax needs to beat the opponent by a big score and beat the Wanderers in the last round. Moreover, only when Liverpool didn’t score a point in the last two rounds, Ajax can push Liverpool to qualify. However, this is a very small probability.

In addition, I thought that in Group A, Liverpool and Ajax were the top 16 of the Champions League, but I didn’t expect Naples to be the first in the group. This is the Champions League. All uncertainties can happen.

Group B, Bruges 10, Porto 6, Atletico 4, Leverkusen 3.

Two teams from five major leagues, Leverkusen and Atletico Madrid, didn’t expect to be ranked third and fourth after four rounds, and the situation was extremely slim. Who would have thought that Bruges, the big gift package, would have become the first in the group if the spot was signed at the beginning of the group stage.

In the next match, Bruges will face Porto and Leverkusen. In fact, the advantage of 10 points has already ensured Bruges to qualify for the Champions League knockout, while the remaining qualification will come from between Porto and Atletico Madrid. Considering the state of Atletico Madrid in the match, it is still optimistic that Porto and Bruges will qualify together.

Group C, Bayern scored 12 points, Inter Milan scored 7 points, Barcelona scored 4 points and Bilsen Victory Team scored 0 points.

The absolute death group really deserves its reputation. In fact, from the current points situation, the fierce competition between this group and Group B can’t be compared, because in terms of fame, Bayern Inter and Barcelona are both champion teams. However, from the perspective of strength, if Barcelona and Inter enter Group B, I’m afraid they can’t escape the fate of being eliminated.

The promotion situation of this group has been released, with Bayern Group first and Inter Group second. In the next two games, Inter will be able to qualify as long as they beat Bilsen Victory Team at home, and Barcelona will play the Europa League.

Group D, Tottenham 7 points, Marseille 6 points, Portugal Sports 6 points, Frankfurt 4 points.

This group is still inextricably linked. It seems that this season’s Champions League has a feeling of a hundred schools of thought contending. There are no strong teams, but neither is weak, and the promotion is ambiguous. In Group D, Tottenham still has the initiative to advance. In the last two rounds, they will face Marseille and Portugal Sports, while Marseille and Portugal Sports both have a match against Frankfurt, which gives them a better chance of scoring points. So, in this group, Tottenham and Marseille will advance.

Group E, Chelsea 7 points, Red Bull 6 points, Milan 4 points and Dynamo Zagreb 4 points.

After four rounds of matches, only Chelsea, the Premier League giant, has a bigger advantage in points in this group. No wonder, the remaining three teams are really average in strength. However, Chelsea didn’t qualify in advance in the fourth round, and some fans are still worried about their status in the knockout round. Now, they also try their best to make sure that they can appear in the group first, while Red Bull and Milan have a life-and-death fight in the final match. However, if Milan can beat Dynamo, they have basically determined their qualification.

Group F, Real Madrid 10 points, Leipzig 6 points, Donetsk 5 points and Celtic 1 point.

Donetsk and Celtic are frequent visitors to the Champions League group stage, and they also have the experience of advancing to the knockout stage. For these two teams, they should have been entangled with the strong teams in Group F, but after four rounds, the two teams performed poorly, so they could only be ranked at the bottom. Real Madrid and Leipzig have been able to qualify hand in hand in this group.

Group G, Manchester City 10 points, Dortmund 7 points, Seville 2 points, Copenhagen 2 points.

The qualifying situation of this group is already very obvious. Manchester City and Dortmund have qualified hand in hand, while Seville has never belonged to the Champions League. Even if it is strong, it can only be the overlord of the Europa League. This season, among the La Liga teams, only Real Madrid has stayed in the Champions League, while Barcelona and Seville, possibly Atletico Madrid, will probably meet in the Europa League.

Group H, Paris Saint-Germain 8 points, Benfica 8 points, Juventus 3 points, Maccabi Haifa 3 points.

This group, theoretically speaking, has a chance to qualify, but it has already played four rounds of league matches, and both Grand Bale and Benfica have an advantage of 8 points, while Juve and Maccabi Haifa have only 3 points. Considering the record of the previous four rounds and the points gained, it is unlikely that Juve and Maccabi Haifa want to surpass the top two in the last two rounds.

Recently, the research team of Professor Liu Jinxing from the School of Computer Science of Qufu Normal University has made important progress in the field of artificial intelligence. The related research results are "n cplp: a novel approach for predicting microscopic-associated diseases with network consistency projection and label propagation", "predicting mirna-disease associations through deep auto encoder with multiple kernel learning" and "a new graph auto encoder-based consensus-guided model fo" Scrna-seq cell type detection ",published in IEEE transactions on cybernetics (IEEE TCYB) and IEEE transactions on neural networks and learning systems (IEEE TN NLS).Qufu Normal University is the first signatory of the paper, and Professor Liu Jinxing is the correspondent of the paper.

IEEE TCYB期刊是人工智能领域最具影响力的国际学术刊物之一，SCI一区，影响因子19.118，在Automation & Control Systems类别排序1/65，Computer Science, Cybernetics类别排序1/24。IEEE TNNLS期刊由美国电气和电子工程师协会创办，是人工智能顶级期刊之一，SCI一区，影响因子14.255，在Computer Science, Hardware&Architecture类别排序1/54。

A large number of clinical studies have confirmed that there is a close relationship between microorganisms and diseases. Therefore, it is particularly important to infer the relationship between potential microorganisms and diseases. Professor Liu Jinxing’s research team proposed a new method based on network consistency projection and label propagation to predict the relationship between microorganisms and diseases. Methods The medical thesaurus and 16S rRNA gene sequence were used to calculate the semantic similarity of diseases and the functional similarity of microorganisms, and the network projection scores of microbial space and disease space were obtained by increasing the network consistency projection. Finally, the disease-related microorganisms were accurately predicted by the tag propagation method.

The association between miRNA and diseases is an important part of preventing, diagnosing and treating complex diseases. Professor Liu Jinxing’s research team proposed a deep learning method to predict miRNA- disease association by using a deep automatic encoder with multi-core learning. Firstly, the multi-core learning method was applied to construct miRNA similarity network and disease similarity network respectively, then the integrated miRNA feature representation and disease feature representation were input into the deep automatic encoder, and finally the new miRNA- disease association was predicted by the reconstruction error method.

In order to make effective use of single cell data and better explore the heterogeneity among cells, Professor Liu Jinxing’s research team proposed a consensus guidance model based on graph automatic encoder. The model generates feature matrix through feature learning, and carries out similarity learning based on distance fusion method. The model can accurately identify key features and effectively save the internal structure of data, which improves the accuracy of cell type identification.

Professor Liu Jinxing is the head of the artificial intelligence research team of Computer College of Qufu Normal University. Focusing on the national strategy of "Healthy China" and the big scientific plan of "Precision Medicine", the team actively connects the two industries of "new generation information technology" and "medical care and health care" of the top ten industries in Shandong Province, aiming at the theory, algorithm and software related to the intelligent calculation of health big data, especially the disease genetics and clinical big data. The innovation team has undertaken 10 national natural science funds, with accumulated horizontal and vertical funds of more than 10 million yuan, and published more than 150 papers in high-level journals and academic conferences at home and abroad, including more than 50 SCI TOP papers.

This summer, MediaTek released the DNT 5G open architecture, for mobile phones to bring a new way to build brand flagship differentiation. Since then get vivo, a plus, millet, realme use, have landed a variety of mainstream products. Recently, OPPO year released a new heavy machine Reno7 Pro, equipped with a built by DNT 5G open architecture DNT 1200-MAX, members of the DNT Adds heavy 5G open architecture chip family.

OPPO Reno7 Pro blockbuster release, equipped with DNT DNT 1200-MAX 5G-based open architecture.

Recalling the dynamic since the release DNT 5G open architecture, it can be seen DNT 5G open architecture is gradually narrow the gap between chip makers and handset manufacturers a flexible and open manner enabling flagship phone differentiated experience. In addition to the DNT 1200-MAX, MediaTek and vivo, a plus, millet, realme and other end brands to reach the depth of cooperation to DNT 1200, combined with the different needs of various brands together to create a DNT 1200-AI, days Breguet 1200-ULTRA, DNT 1200-vivo such as number of platforms, terminal model equipped with both performance and power consumption, has won the praise of users.

DNT 5G open architecture has received several major mobile phone brands use, has won praise users

The current mobile phone market is facing a bottleneck homogenization, MediaTek launch DNT 5G open architecture, and OPPO, vivo, millet, plus a head and other manufacturers to research and development, giving flagship models more distinctive selling point, let’s flagship market is no longer stereotyped .

Based on DNT’s flagship platform, the release of terminal differentiation potential

From DNT 5G open architecture technology point of view, it provides nearly the bottom of the open source, so that engineers can customize key features include AI processing, camera processing engine, multimedia experience, mixing multi-processing DNT 5G open architecture, to achieve FBI needs of different depths. Mobile phone manufacturers can design for the flagship product differentiation, and MediaTek together to build a stronger, more personalized flagship phone.

The same is the strong performance of DNT 1200, in the depths of different manufacturers FBI, the birth of a distinctive mobile platform. To DNT 1200-MAX, for example, OPPO Reno7 series was named to the 2021 League qualifying hand travel professional is recommended to use the machine, security Bunny ran up to 700,000 points, the game is easy to see strengthened its properties.

DNT 5G launch an open architecture, it gives full play to create space for terminal manufacturers flagship product

By DNT 5G open architecture, terminal manufacturers gained further build the flagship product of "weapon" that can create differences of the flagship phone, to meet consumer demand for personalized flagship phone. I believe that with the development of DNT 5G open architecture, the future will be more like DNT 1200-MAX, DNT 1200-AI, DNT 1200-ULTRA, DNT 1200-vivo such a differentiated selling high-performance platform born, bringing more innovation and surprises for the mobile phone market.