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      "body": "Congratulations @lin1234! You received a personal award!\n\n<table><tr><td>https://steemitimages.com/70x70/http://steemitboard.com/@lin1234/community.png</td><td>Thank you for the witness votes you made to support your Steem community and for keeping the Steem blockchain decentralized</td></tr></table>\n\n<sub>_You can view [your badges on your Steem Board](https://steemitboard.com/@lin1234) and compare to others on the [Steem Ranking](https://steemitboard.com/ranking/index.php?name=lin1234)_</sub>\n\n\n**Do not miss the last post from @steemitboard:**\n<table><tr><td><a href=\"https://steemit.com/steemitboard/@steemitboard/use-your-witness-votes-and-get-the-community-badge\"><img src=\"https://steemitimages.com/64x128/https://cdn.steemitimages.com/DQmTugCUsoXX762vg1CuHRrpnPbfnjPogp8iCGv7F2kSVuj/image.png\"></a></td><td><a href=\"https://steemit.com/steemitboard/@steemitboard/use-your-witness-votes-and-get-the-community-badge\">Use your witness votes and get the Community Badge</a></td></tr></table>\n\n###### [Vote for @Steemitboard as a witness](https://v2.steemconnect.com/sign/account-witness-vote?witness=steemitboard&approve=1) to get one more award and increased upvotes!",
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      "body": "Ign recently ranked the top 10 best-selling games in 2017 ( data from NPD ), with activision's call of duty 14 topping the list, Nintendo's the legend of zelda: wilderness breath, super Mario: odyssey and Mario racing 8, while last year's hottest Jedi survival missed the list.![f97cfb5e-fa59-458d-aded-511551815e3a.jpg](https://steemitimages.com/DQmetQqbqmK89zxEmR7oV6jo6vCHPTNf99zxW71bkenR8VM/f97cfb5e-fa59-458d-aded-511551815e3a.jpg)\nIgn tweet: these are the top 10 best-selling games in 2017! Can you guess which game is number one? Of course, I have read all the ranking, the first is which game I already know, but the knight errant hunting car 5 as a sale for many years of the game, incredibly still can row to 2017 top ten best-selling game, really let a person feel cow force.![457dbc24-adee-48eb-9e7a-9940700b8ec1.jpg](https://steemitimages.com/DQmZK2hhiQ2nzX1ELi7s5P86nTKGtUYKis2xkbrq1mkFarz/457dbc24-adee-48eb-9e7a-9940700b8ec1.jpg)\n2017 top ten best selling game rankings:\n![2a726124-d057-48ae-b092-bd478e986672.jpg](https://steemitimages.com/DQmWbj9eK1vXt3hVNR7YZaYqye9auGZuMmzf5RALisScBjG/2a726124-d057-48ae-b092-bd478e986672.jpg)\n10th Mario racing 8 switch Wii u\n![89384a92-97b0-434a-ac36-18e9211693aa.jpg](https://steemitimages.com/DQmdufhBCLcKmFYjkp7zCwLyThtLME8GPSfqeCxZwgvdLjj/89384a92-97b0-434a-ac36-18e9211693aa.jpg)\nNinth super Mario odyssey switch\nEighth star wars front line 2 ps4 xb1 PC\nSeventh ghost action wilderness ps4 xb1 PC\nThe sixth grand theft hunting car 5 PC ps4 xb1 PS3 Xbox 360\nFifth the legend of zelda wilderness interest switch wiiu\nFourth place crazy football 18 ps4 Xbox one\nThird destiny 2 ps4 xb1 PC\nSecond NBA 2k18 PC ps4 xb1 PS3 x360 switch\nFirst call of duty 14: world war ii PC ps4 xb1",
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      "body": "![f52b3496ce6f98ed.jpg](https://steemitimages.com/DQmd6HXMLpwoZYvoF43P1LwvQ8r9eCCtoUT2rjYL7rU1pEr/f52b3496ce6f98ed.jpg)In the process of sex, the release of human hormones makes us unable to feel pressure. This reaction can even last for hours until the hormone levels return to normal levels throughout the body system. American journal of women 's health reported that sexual life has 20 benefits, so sexual life but not!\n1, effective weight loss\n30 minutes of sex burns 200 calories, making it easy to lose extra fat and keep slim and attractive.\n2. protect male heart\nMen who have sex three times a week can halve their risk of heart disease, according to a study by queen 's university in Belfast. The study also showed that regular sex can reduce stroke by half in men.\n3. help sleep\nBoth caress and sex release endorphins that promote sleep, allowing couples to quickly fall asleep after some fun.\n4. anti - leakage urine\nSex can enhance the strength of pelvic muscles, and then better control urination, but also can effectively prevent urinary incontinence.\n![mp15130266_1431659188170_2_th_fv23.jpg](https://steemitimages.com/DQmUTjtV3MH9zUv3aKtSBPnhnE2wLZuAziDRAcuvwWQLsmE/mp15130266_1431659188170_2_th_fv23.jpg)\n5. relieve pain\nSex should be no pain, is full of harvest. After a great orgasm, the pituitary gland secretes endorphins, helping to relieve body pain, joint pain and menstrual pain.\n6. menstruation law\nScientists at Columbia university and the university of Si Tan found that women have more regular menstrual cycles if they live at least once a week.\n7. relax\nWomen 's experts in Massachusetts say sex can effectively curb anxiety, because a slow, soft caress between couples can calm down and forget sadness.\n8. relieve pressure\nIt is better to let go through sex than to yell. Many American psychologists regard sexual perfection as one of the best ways to get rid of stress.\n![mp15130266_1431659188170_3.jpg](https://steemitimages.com/DQmYZeyZCyNJ3xXGtTy1qRDHknCeT6bzok9yJPfX4d8TGp2/mp15130266_1431659188170_3.jpg)\n9, use into, don 't have to back\nAmerican marriage expert Davis pointed out that sexual ability is also a technology, the more sexual frequency, can stimulate more sex hormones, enhance sexual desire, also exercise sexual ability.\n10. venting\nA soft and comfortable bed is a good place to release violence, control bad emotions and behaviors. Couples who have a good sexual life rarely experience violent feelings of extreme depression.\n11. confidence - building\nSan del, a San Francisco sex expert, says that if a person performs well in bed, he or she will not only make his or her partner happier, but also feel confident and powerful.\n12. prevention of cancer\nThe more men ejaculate, the less likely they are to develop prostate cancer, according to the journal of the American medical association![2bd84cf23f69e65c.jpg](https://steemitimages.com/DQmUUBMxV5LHEL9bngqDpbNGkQYttZqSsNSRsA67wkAPk76/2bd84cf23f69e65c.jpg)\n13. feel happiness\nSex can make people feel happier than money, according to a recent international study. Couples who have sex regularly feel happy as if they make an extra $ 100,000 a year.\n14. delaying aging\nPositive sex can slow the aging process and keep people young, says neuroscientist vickers of Edinburgh hospital in Scotland.\n15. health teeth\nSemen contains zinc, calcium and other substances that protect teeth, making them brighter and stronger.\n16, looks young\nThe study found that sex makes women look 15 years younger. In this study, the men looked in the mirror and evaluated the women on the other side. Women rated as \" very young\" have an average of four sex lives a week. It 's not a coincidence! Because research has long found that sex can promote estrogen secretion, make the skin smoother, hair brighter.\n17, improve resistance\nThe researchers analyzed 111 volunteers aged 16 - 23 and found that having sex once or twice a week increased the number of type a immunoglobulins in the body by 30 percent, increasing resistance and helping people prevent colds and flu.![mp15130266_1431659188170_5.jpg](https://steemitimages.com/DQmPAp1sEzaqS92Jmq1LM6qD8pbBVdQEc6tGdUu7xEMGVvb/mp15130266_1431659188170_5.jpg)\n8, in a good mood\nSemen contains zinc, calcium, protein and other nutrients, which is beneficial to women 's health. Also, a study found that women who don 't use condoms in sex are happier and less likely to be depressed. But the researchers also stress that the results apply only to partners who are loyal to each other.\n19. enhancing feelings\nThe release of oxytocin during orgasm not only improves your mood, but also makes you feel closer to your partner, especially in women. In fact, not only sex, touch or foreplay can also promote the release of oxytocin.\n20, sperm \" strong\"\nThe researchers tested 118 men who had problems with sperm quality to have sex seven days a week. As a result, the number of \" bad sperm\" in 81 % of people decreased significantly. Regular sex, the researchers say, helps sperm \" roll out new ideas\" and improve their quality.\nDespite the stigma attached to sex, it is widely recognized in the medical community as one of the most important ways to maintain longevity, prevent disease and make life happy.![93379bf1c40204df.jpg](https://steemitimages.com/DQmTrmGVtaknhLqp2Fovqx4evyaaPsPqqEtpVw1xphMfvzp/93379bf1c40204df.jpg)",
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      "body": "On January 3, the military authorities in the western theater held a training and mobilization conference in 2018. The picture shows the flag at the beginning of the ceremony.\nBamboo shoot\nOpen the column\nNew era, new weather, new as. On the morning of January 3, the central military Commission held a grand training and mobilization meeting in 2018 at a certain range of the central military theater. Xi Jinping, general secretary of the central Committee of the communist party of China, president of the state and chairman of the central military Commission, issued a training order to the whole army, calling on the whole army to implement the spirit of the party 's 19th national congress and the party 's strong military ideology of the new era, comprehensively strengthen practical military training, and comprehensively improve the ability to win.\nCommander in chief commanded, the battlefield practice busy. The whole army and the armed police force officers and soldiers, with infinite loyalty and blood bear, actively engaged in the practice of reform of the strong army, singing the new era of strong army war songs. Defense weekly took this opportunity to launch the \" new era of strong military songs\" column, in order to entertain readers.![MAIN201801060823145147897535232.jpg](https://steemitimages.com/DQmThVd8iA3uJJibdh8n484PThdZrzktnBqGPMMnX9n8xyb/MAIN201801060823145147897535232.jpg)\nOn the third day of the new year in 2018, president Xi issued a training order to the whole army in the training and mobilization conference as the supreme commander, which is the first time in our military history, and is also a brand-new appearance of the people 's army to strengthen the training and preparation of the new era.\nA loud thunder. For several days, from the northern border to the south China sea, from the east China sea to the snow plateau, all officers and soldiers listen to the chairman 's instructions, all encouraged, morale is high, the troops smell and move, obey, everywhere in the training ground shows a lively, hot training scene.\nSeveral nine severe winter, unable to withstand the rolling heat on the training ground; Battlefield soldiers, soldiers bow string full of momentum such as rainbow.\nBow to the battlefield\nJungle artillery stand, mountain chariots roar, surface warships charge, air eagle assault ... the eastern theater army troops seat camp, all training ground, from general to soldiers to prepare for war enthusiasm continues to rise, the more powerful army 's steps.\nThe eastern military authorities set up a new year 's ideological and tactical operations clear guidance, aiming at the battlefield issued a \" three questions\": the troops can be brought out on the battlefield? Dare not bright sword on the battlefield? Jianfeng direction can deal with the enemy? The word \" war\" deeply into every soldier 's mind.\n\" fly up, fight up, fight up\", in the seventy-third army on a land travel training ground, the leadership led the above rate: flight training, brigade major fly\" first\"; Pistol shooting competition, political commissar dozen \" first shot\"; Formed even armed 5 km cross - country, the officer ran \" first\" ... smoke rain Jinling, a zhouqiao brigade officers and soldiers on-site organization of assassinations, riot squad, combat, capture the enemy and other traditional subjects demonstration exercises; Winter se se se, central Zhejiang province, a land-based aviation war eagle take off, in the fight training to carry out the new annual military training; North Jiangsu cold wind, a brigade 20 km combat physical training is in full swing; Wind and rain, freezing weather, a artillery brigade automatic rifle combat base shooting, long-range gunner individual integrated operations, artillery individual integrated operations and other subjects close to the actual combat ...\nTraining means war\n\" training is war! \" commander in chief training to agitate the southern war army soldiers to combat readiness of the charge, from the eight laurel to the red earth plateau, strong flavor.\nThe standing Committee of the army party Committee in the southern theater battle dress one by one, according to the combat group by chariot to a synthetic brigade training ground, the first shot.\n\" commander in chief of the command issued the first command of the new year 's training and preparation, as a leading organ at the battle level, not only to think ahead, but also to take the lead in action, get out of the way of training namely war, training soldiers first will become a new era, the implementation of the practice of the new normal force thought. \" the war zone army leadership with practical action to lead the troops training to focus on information technology, to the United integration, close to the actual combat fast lane.\n\" training and mobilization year after year, this year 's war flavour is particularly strong. \" in a artillery brigade training ground,\" record - breaking\" competition forces the participating officers and soldiers\" true training, dare training, training \": light weapons shooting, from a fixed location, fixed distance, fixed position into a dangerous continuous combat shooting; Communication liaison, not only cancel the preset parameters, set up a complex electromagnetic environment, but also to avoid \" enemy\" reconnaissance, the completion of the communication network ... in the sixteenth batch of peacekeeping missions abroad to Lebanon construction corps, with a camp attack as the background of all-element emergency drills, kicked off the new year 's training. The enemy situation, with a command, the camp sentry immediately respond, the first time to send out an alarm signal, set up a barrier, into the combat position; Emergency unit officers and soldiers fully armed, rapid forward support ...\nFocus on actual combat\nThe army command and training room in the western war zone is busy. the standing Committee of the army party Committee and cadres of the organs of the war zone are working hard to carry out integrated command platform operation, combat icon, homework and other content training. In front of the integrated command platform, in the face of the influx of information, the school officers carefully identify information, calculation data, combat determination, all look focused, key fingers flying.\nTraining year after year, this year is not the general. A brigade on the first day of training to carry out \" devil 's day\" training, 10 kilometers of armed attack, limit physical continuity operations and other subjects gradually launched, let many officers and soldiers a little overwhelmed. Also experienced a \" difficult day\", and the travel agency cadres. After the end of the training mobilization, the head office of the coherent assessment immediately opened the scene of battle, the integration of command information system operation, the use of major war weapons and equipment ... you sigh: \" take an examination of a try, like a battle. \"\"\nAn information security brigade in the ice and snow of the Longdong plateau. Officers and soldiers drive a new type of trunk node car, satellite car racing theater, quickly laying cables, erection of antennas, installation terminals, set up a high-speed information link. \" as a new type of combat force, we must set up a practical guidance from the beginning of the new year and strive to forge a new type of information security force. \"\"\nLeadership set an example\nThe cold wind in the middle of the mountain, the army began to mobilize the assembly after the end of the northern war zone, the army party Committee leadership organs in a base comprehensive training ground immediately to carry out new annual training.\nAt the training site, more than 10 generals took the lead in light weapons fixed target and hidden target live-fire training, real-time familiar with the operation of new combat forces weapons and equipment. Then, the war zone army chief authority personnel to carry out light weapons shooting, grenade throwing and other courses of training. With the aid of advanced target reporting system, shooting process to achieve real-time display, correction at any time, effectively improve the quality of training. \" the head office must take the lead in playing the first gun, the first car, with practical action to stand up for war clearly oriented! \" the war zone army leaders said that the new year 's leadership training will be more intense, and the actual combat stick tighter.\nWhite mountain blackwater, freezing. Just participated in the winter real soldier exercises of the 78 army a synthetic brigade, in-depth search problem short board, the battlefield emergency maneuvers, ice and snow road limit driving more than 10 dangerous subjects as a training \" top play\", rolling smoke attack full of training ground, for the new year 's training target run good head; Lu Zhongshan, iron wings flying, 80 army of a land and air travel conference \" smoke\" four; Northern Xinjiang grassland, vast snow, a border tourism integration icon operation, border services, riding, capture and combat training to improve the ability of border control in the new era; Bohai outpost, wave and wave volume, a coastal defense brigade protection and rescue, radio operation, accused equipment operation and other subjects of training aimed at the actual combat.\nTraining to strengthen the brain first\n\" unswervingly put military training in a strategic position, as the center of the work to catch, catch results. \" the central war zone army party Committee adhere to the Qiang Bing first officer, practice first brain. In view of the outstanding problems existing in the current commander, strengthen the fixed and mobile command and control system operation ability, from combat calculation, combat icon, terrain analysis skills such as a hammer; Strengthen the use of new combat forces, focusing on the key to improve the level of combat effectiveness construction and reform and transformation of the difficulties to be solved, the study of practical strategies for training soldiers to prepare for war.\nHow to put the faucet, how to jilt the dragon tail. \" exactly what are the launch essentials? \"\" in steady-state mode to the moving target shooting need to pay attention to what? \" wild goose gate off a training ground, a synthetic brigade standing Committee\" first class\" in the simulation equipment operation platform to school operation, command, strong skills. New year 's training, they are in view of the army reform and adjustment of new equipment operation is not familiar with, the use of unskilled and other issues, through simulated shooting, driving and other training, fill in the quality of short board, lay a solid foundation for training; Around the new equipment operation, professional skills, physical fitness and other four categories of 20 training content, scientific development of training plans, to carry out hierarchical training.\nIn order to further consolidate the implementation of training, training hard forces strong \" Zhongjun account\", the war zone army party Committee formulated the\" preliminary opinions on further strengthening the preparation of war work\", article analysis made 33 key tasks division of labor, to prepare for war ideas can not keep up with the new challenges of the security situation, ability and quality can not keep up with the new requirements of joint operations, real combat training can not keep up with the reform and reshaping changes and other weaknesses\nOpen the column\nNew era, new weather, new as. On the morning of January 3, the central military Commission held a grand training and mobilization meeting in 2018 at a certain range of the central military theater. Xi Jinping, general secretary of the central Committee of the communist party of China, president of the state and chairman of the central military Commission, issued a training order to the whole army, calling on the whole army to implement the spirit of the party 's 19th national congress and the party 's strong military ideology of the new era, comprehensively strengthen practical military training, and comprehensively improve the ability to win.\nCommander in chief commanded, the battlefield practice busy. The whole army and the armed police force officers and soldiers, with infinite loyalty and blood bear, actively engaged in the practice of reform of the strong army, singing the new era of strong army war songs. Defense weekly took this opportunity to launch the \" new era of strong military songs\" column, in order to entertain readers.\nOn the third day of the new year in 2018, president Xi issued a training order to the whole army in the training and mobilization conference as the supreme commander, which is the first time in our military history, and is also a brand-new appearance of the people 's army to strengthen the training and preparation of the new era.\nA loud thunder. For several days, from the northern border to the south China sea, from the east China sea to the snow plateau, all officers and soldiers listen to the chairman 's instructions, all encouraged, morale is high, the troops smell and move, obey, everywhere in the training ground shows a lively, hot training scene.\nSeveral nine severe winter, unable to withstand the rolling heat on the training ground; Battlefield soldiers, soldiers bow string full of momentum such as rainbow.\nBow to the battlefield\nJungle artillery stand, mountain chariots roar, surface warships charge, air eagle assault ... the eastern theater army troops seat camp, all training ground, from general to soldiers to prepare for war enthusiasm continues to rise, the more powerful army 's steps.\nAn information security brigade in ice and snow![1515267527521_1.jpg](https://steemitimages.com/DQmZw6L5C2zDQEr3Tmoxv28rPR8TDPAUtbeseJezxNWAVsM/1515267527521_1.jpg)",
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      "body": "Domestic large-scale video website, the content of the home page is basically channel content editor recommended. What is YouTube 's recommended algorithm?The first stage, based on user - video graph traversal algorithm, 2008 [ 1 ]. At this stage, YouTube believes users should be recommended videos of the same kind that have been watched, or have the same label. At this point, however, YouTube 's video is tens of millions of orders of magnitude, the part with the label is very small, so how to effectively expand the video label, it is considered to be the core issue of recommendations. The core of the solution has two pieces, one is based on the user common view record structure ( video co - view graph ); The second is based on this data structure algorithm, known as the adsorption algorithm ( adsorptional gorithm ).![0I7GBWi.jpg](https://steemitimages.com/DQmaHSenSxEMEVzR4MfREF9i6QAf8R5gh71XpPD4Tu8tQyH/0I7GBWi.jpg)\nThe construction of the common viewing relationship of video can be viewed from two perspectives, one is the composition of video, one is the composition of video - user, the \" video\" graph can be seen as extracted by the\" video user\" graph ( figure 1 ). The edges between the videos can be the number of users who have viewed both videos simultaneously, or the number of times they have been viewed simultaneously in the same session, even taking the order into account. So how do you actually tag the video? Labels can be regarded as a classification, the so-called \" near Zhu Zhechi, near ink black\", in the graph structure, a node 's information and attributes can be obtained through the surrounding nodes. \" tag\" is no exception. The core idea of adsorptional gorithm is that some nodes will have tags, each iteration, can pass the tags to the neighboring nodes, so keep iteration, until the tags are stably distributed in the node. The pseudo code is as follows:![v2-eb4f53ebd0e1c93bfce98af42a656a9c_hd.jpg](https://steemitimages.com/DQmTTf2omxW19D7n86AR3s1AFLHFf866xXD2YTGghRasqgH/v2-eb4f53ebd0e1c93bfce98af42a656a9c_hd.jpg)\nWhere v is a set of nodes, e is a set of edges, w is the weight between nodes and edges, l is a set of labels, VL is a node with labels in v, and each video corresponds to a distribution probability LV of labels. Each iteration recalculates the label distribution for all nodes. The distribution of the labels corresponding to the nodes is obtained by the strength of the relationship between the adjacent nodes to which the nodes are connected, and the labels are accumulated after the product of the distribution probability of the adjacent nodes. This algorithm is similar to PageRank and Markov chain walk process, because the label weight in each node comes from the linear combination of the corresponding weights of the surrounding nodes, and also similar to the linear system. In addition, the paper does not spend space on how to use this algorithm for alternative generation of recommendations, only said that the iterative stability of the user 's tag in the graph structure as an alternative ( the basis of the generation ), or link to the alternative video. Similarly, there is no final ordering of the papers and how to merge multiple alternative results, although this module is already available in YouTube 's recommendation system at this stage. The author thinks that this algorithm can be classified as \" user portrait\" recommended method category. Using tags as video and user 's description, the tag information of users and videos is mined in some way as a link to each other. Youtube compares this method with popular results and simple collaboration, and has achieved success. The test method is also relatively preliminary: the effect evaluation is carried out completely offline, the new user cannot be evaluated, and the value of the newly generated content cannot be measured; In addition, for video, click as a measure is not enough, play time is a must consider factors.![xjXk7KQ.jpg](https://steemitimages.com/DQmeE5Pt95EuagmyiBQY4AeUzBJ68JpVt94DvcQP2PByaAd/xjXk7KQ.jpg)\nAt this stage, YouTube considers it necessary to recommend similar videos of the videos that the user has viewed to the user. And what is a similar video? It is mainly defined by user behavior, which can be as follows: 1. video watched by a certain number of users; 2. video that is often viewed simultaneously in the same session; 3. video that is often viewed simultaneously in the same session, taking into account sequence information. With these options, the effectiveness of the information is gradually better, but the data is gradually sparse![xE7QeXK.jpg](https://steemitimages.com/DQmZwXaky9rywYgQ6MpuU1T4TwgeC6eWWn6oyMmEUcMgLM7/xE7QeXK.jpg)\nA preliminary recommended alternative is a similar video in which the user has consumed the video. As the above formula, s is the video set consumed by the user, vi is one of the videos in s, and ri is the similar video set corresponding to vi. The final alternative set c is the union of all ris. In general, the results generated in this way are sufficient as an alternative, but often the content focus is difficult to find new video for the user, and there are cases where the alternative results are insufficient. In this case, the similar video set can continue to expand, from \" similar video\" to\" similar video of similar video\", and so on a certain number of iterations to obtain the final alternative set. After alternative generation is the sorting stage, mainly considering two kinds of factors. One is the quality of the video, including the number of video playback, scoring, etc.; Second, the user 's demand information, including some information in the user 's viewing history, such as the number of video viewing, and viewing time, etc.; A linear formula can be used to consider these two kinds of factors ( not mentioned here how linear formula comes from, should not be a racquet head - _ - # ). In the end, only a small number of alternative results can be presented, so only part of the data can be selected, and the process needs to deal with diversity issues: removing tag - like data or removing data belonging to the same channel, and further clustering and content analysis based methods can also be adopted. The paper also describes the specific system implementation plan. Because the alternative results for each user can remain completely unchanged for a certain period of time, the offline calculation method is selected. But doing so will lead to poor effectiveness, so YouTube optimizes the data generation process and enables data updates several times a day. The system architecture is mainly divided into three parts: data collection, alternative generation and recommendation service. After the user logs are extracted, they are stored in bigtable, and then an alternative is generated based on MapReduce, and the resulting generated results are stored in the bigtable server that provides online services. Recommended services do not involve too much real-time computing, and delay time is more network transmission. To verify the effectiveness of this approach, YouTube has chosen an online a / b test approach, with the main metrics including CTR, longctr ( active click over a certain length of time ), average session viewing time, first viewing time, and recommended coverage.![sSj19S7.gif](https://steemitimages.com/DQmdTvFE7FJeJDGjWWy5cyq1NfjbJ5nPd5Gx8reSyyH6dhY/sSj19S7.gif)\nThis paper describes the optimization method of \" related video\", i.e. the video recommended by the user when watching a video. But essentially defines a similar or related video calculation. The definition of \" similar object\" is the core issue of recommendation, with different calculation methods, also means that there are new recommended methods. Why do you have a new \" related video\" calculation method? Collaborative filtering is the best method at that time, but it is suitable for a certain user to watch recorded video, but for new video and long-tailed video, not good application.![tnLk1PR.png](https://steemitimages.com/DQmTapWcQeXySzCTmR9h7RQ17uiRAgDZqxJdT98FkB6jYnW/tnLk1PR.png)\nLet 's see how YouTube did it. First, the video is described through the < subject, weight > collection. As shown above, the worldwarz film contains four themes and corresponding weights. The theme name is extracted from the description information of the video, the keywords defined by the uploading party, the retrieval words corresponding to the searched viewing records, the name of the broadcast list and the like. In the second step, the similarity between the video and the video is calculated. Mainly through the calculation of two sets of topics\nIn the experiment stage, YouTube mainly uses online experiment to verify the effect. Metrics include viewing time, viewing completion rate ( measure how much video is viewed from head to head ), and drop rate, i.e., the percentage of no relevant video is viewed ( in this case, user behavior terminates ). From these three indicators, the proposed method and collaborative filtering combined, the effect is significantly improved, and the method based on topic weight retraining is better than the artificial fitting ranking formula method using search theory. It is worth mentioning that the similarity calculation method proposed in this paper is fundamentally different from the way based on user behavior ( e.g. collaborative filtering ), has less dependence on user behavior, is suitable for new data and long tail data, and can greatly restrain Matthew effect. At the same time, this paper also provides a mature implementation: alternative generation based on the search bottom layer. The retrieval sentence is constructed from the video subject information being viewed and is queried in the inverted index. Furthermore, it was also mentioned that the effect would be further enhanced by merging with alternative sets of collaborative filtering methods through the reordering module![sYD4oZC.png](https://steemitimages.com/DQmPrxcbkxr7oqECBgjskeDYLWwJThzXdNgkbUTP4H175uT/sYD4oZC.png)\n\n\nIf this article is helpful to you. Please praise or comment on this article. thank you",
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      "body": "![454819_image3.jpg](https://steemitimages.com/DQmdAscv6dpuLxxPiJJ8fFwUSAMGoEw3r3BeeFv7L6NPyoK/454819_image3.jpg)Coin ring event\n[ mutual fund regulation office issued a document: all localities to guide enterprises within their jurisdiction to withdraw from the \" mining\" business ] mutual fund regulation office recently to the provinces ( autonomous regions and municipalities ), Shenzhen city internet financial risk special rectification work leading group office issued a notice for bitcoin, payment time is January 2. Internet financial risk special rectification work leading group office referred to as the mutual fund office, belongs to the ministerial unit. On October 13, 2016, according to the state office issued [ 2016 ] document No. 21 was established, by the people 's bank of China president as the leader, the relevant departments responsible for the participation. The institution is located in the people 's bank of China, the CBRC, the CIRC, the state administration for industry and commerce and the Ministry of housing, urban and rural construction and other personnel to participate in the daily work of the office. For the next work arrangement of the mine, mutual gold rectification office proposed: actively guide the enterprises within the jurisdiction of the orderly exit from the \" mining\" business, and please actively coordinate with the relevant departments within the jurisdiction, multi - initiatives, comprehensive electricity price, land, tax and environmental protection measures, and guide the relevant enterprises to exit in an orderly manner; And asked the local renovation office in January 10 recently reported the current jurisdiction of the \" mining\" enterprise foundation and guide the withdrawal of the situation.![454809_image3.jpg](https://steemitimages.com/DQmfN5E91Uz9RxEf9kgG3sdF56mc2UcWPEd4UwGKhjaNM6m/454809_image3.jpg)\n\" vitalik buterin says eth will eventually enter the web3 phase,\" said vitalik buterin, founder of Ethernet, recently that eth will eventually enter the web3 phase, which means combining eth with other technologies to create a more decentralized internet. So that the control of the network is handed over to the user. Tether official website announced today that it has launched an Ethernet - based usdt 】 【 tether official website announced today that it has introduced an Ethernet - based usdt, while being compatible with the erc20 standard. The Ethernet version of usdt allows tokens to be traded in dollars and euros over the Ethernet network, which allows users to trade and exchange parity currency over the Ethernet network. The network transaction cost of ERC 20 tester is much lower and the confirmation time is much faster ( 15 - 30 seconds ) than that on omni.![454814_image3.jpg](https://steemitimages.com/DQmTiFssZCpeuiQ9iAVgAdkUB96MwAV9WvUjDQtLVG995hf/454814_image3.jpg)\nNet easy quietly layout block chain cat, up nearly 4 % 】 net easy ( ntes.o ) shares rose 3.81 % to $ 352.95 today. Today Netease quietly online block chain cat game suspense station, the game is temporarily named \" Netease lucky cat\", suspense station shows that this is Netease layout block chain of heavy products, outside here, Netease did not release more information. ( 15 - 30 seconds ).![454816_image3.jpg](https://steemitimages.com/DQmRqGbgkb4C34BhEDvtRup9Y3mXQrzzdaujsRqF3kzrK1R/454816_image3.jpg)\nBtc see the sun has broken through the end of the disc shape, and MACD gold fork, look at the early 4 hours of oscillation form, the current rise kinetic energy is not very sufficient, abnormal prostitution box trend, oscillation rise best, sharp pull will disturb the wind direction of the whole disc, operation is given priority to.![454817_image3.jpg](https://steemitimages.com/DQmd83G8S3WejgYSAqJpjFdjLj1B1yKKnSKbMQjDR3BuD68/454817_image3.jpg)\nEth has a good price around 1000 U.S. - Jin Zhen swing, see steady continue to rise slowly along the five-day line, love accidentally hot recently, increased demand, price support is very strong. Hold at low buy.\nQtum yesterday pull up cheat gun, every high exit is a wise man, high chasing up are harvested, buy low continue to see yesterday cheat gun band operation.\nWeekend suggested swap money to rest for 2 days, waiting for Monday 's market, appropriate rest is also an investment, market 28 differentiation will be serious, the rise of BTC will cause shanzhai accelerate adjustment, strong will continue to rise, but most will follow the flow. And stronghold of the rise is very big, also need to adjust a wave to rise more. Mainstream currencies have also recently been itching, need to perform a wave, have the patience to buy some properly.",
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      "body": "As bitcoin prices have hit record highs, more and more people are flocking to the bitcoin market, which makes its trading demand significantly increased. In the future, as more and more bitcoin is dug up, it will be more difficult to dig and consume more and more power. according to data, the global bitcoin industry consumes more power than 159 countries. \" previously, Cambridge university published a paper said that the world 's influential bitcoin ore pool, China accounted for half, one of the first ant pit is the bitcoin mainland 's mine, 80 % of the world 's mining power in China.\nIt is important to note that although bitcoin transactions are still listed as high-risk transactions in the country, bitcoin mining operations increase revenue in remote areas of the country. Because of the large power of mining computer, need to consume a lot of power, so most people choose electricity-rich areas such as Sichuan, inner Mongolia, Xinjiang. It is understood that large bitcoin mining sites consume an average of 40,000 kilowatts per hour, which also provides some objective revenue to the local government. So no matter what happens in the back market, the regular mines will not only be stopped but will be more popular![IMG_0919.JPG]\n(https://steemitimages.com/DQmeSAKniALLUTRzDT1UreM3bEfvjeQqA6cQQb1RNjS155Y/IMG_0919.JPG)\nMarket has gradually turned from warm up crazy, rumors closed before the mine news is not so much a stable bitcoin, rather than give shanzhai performance opportunities, I mentioned before the performance of the currency circle need bitcoin to attract the attention of the outside world funds, need bitcoin innovation high to attract capital, and then attract funds began to spread in the currency circle ambush all kinds of shanzhai, make all kinds of shanzhai crazy now\nThe day before yesterday 's radical idea - to jilt others worry about reverse driving, the theme of yesterday - the madness of the stronghold, or the prelude to the opening of the bitcoin, the market is to cooperate, money in this position game choice let bitcoin continue, is the direction of choice, itself I will tend to break, so there is no surprise, in the short term two years I still see more money.![IMG_0900.JPG](https://steemitimages.com/DQmTvkLipo3PRdL2aj7NDRDVREc1kuTuMwnUtwDqVFKNqFC/IMG_0900.JPG)\nFinally, if you 're interested, you can add my micro-signal mmmm iaolin888 to your comments. Thank you all",
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      "body": "Nine customers funded financial reports in January 4th, the Dezhou securities Commissioner issued an emergency stop command, prohibit the sale of unlicensed securities. According to the press release of the Texas State Securities Commission:\n\nThe securities Commissioner found that BitConnect investment is a negotiable securities, but not registered in accordance with the provisions of the Dezhou securities law and the National Securities Commission. In addition, the company has not registered for the sale of securities in Dezhou.\n\nBitConnect itself is an open source \"encrypted community platform\", which provides a variety of ways to invest and trade its native encryption currency, BCC. According to the order, Bitconnect provides the user with \"the company claims to be able to achieve 100% or more annual returns of the project\" investment.![201801051511254547.jpg](https://steemitimages.com/DQmdyRAXMGmLaUHJMiQtm5GNaBBZP35d1wHZr3tmEuceQ6M/201801051511254547.jpg)British company, Dezhou verdict\n\nSince the version is clearly stated that Bitconnect is in the UK, the order does not directly affect the company. However, regulators do have the right to ban Bitconnect from dealing with Dezhou residents. Of course, it is challenging for the company to separate the Bitconnect users of Dezhou from the rest of the world.\n\nWhile enthusiasts of encrypted currencies focus on national level regulation, Dezhou's ruling shows that local regulators can easily affect the regulatory framework. This adds to the unusual complexity of the regulatory compliance. If other jurisdictions follow the example of Dezhou, users and enterprises will probably find themselves dealing with numerous state and provincial regulators.\n\nDraconian condemnation\n\nDezhou regulators severely condemned Bitconnect, and wrote:\n\n\"BitConnect has little knowledge of the person in charge, the financial situation, or the strategy for making a profit for the investor. It has not yet provided the address in the UK.\n\n\"Although there is no information on how to make money for investors, BitConnect is bragging that its investment is a 'safe way to get high returns'.\n\n\"However, investing in encrypted currencies will bring significant risks, as regulatory and legal actions, the competition of other encrypted currencies, and the extreme volatility of many encrypted currency prices.\"\n\nThe press release continues to explain in more detail:\n\n\"The company operates the web site and deploys online advertising to recruit sales agents, which the company calls\" associated companies \". The company provides marketing materials to related companies, including online demonstrations, and pays them commission to get investment on the BitConnect project.\n\n\"BitConnect's sales agents are targeting Dezhou residents, and other state residents, through online markets such as web sites, social media and Craigslist.\n\n\"However, the sales agent did not register as the BitConnect agent for the sale of securities in Texas.\n\n\"Before the action of the US Securities and Exchange Commission, BitConnect recently announced that it would hold ICO in the United States in January 9th. The company uses the token distribution, also called the symbolic sale, to raise funds. \"",
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      "parent_permlink": "financial",
      "permlink": "dezhou-regulators-ordered-bitconnect-to-stop-selling-securities",
      "title": "Dezhou regulators ordered Bitconnect to stop selling \"securities\""
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