Tokyo ( ˈtoʊkioʊ , Japanese : toːkʲoː ) , officially Tokyo Metropolis , is the capital city of Japan and one of its 47 prefectures . Tokyo ( ˈtoʊkioʊ , Japanese : toːkʲoː ) , officially Tokyo Metropolis , is the capital city of Japan . Tokyo ( ˈtoʊkioʊ , Japanese : toːkʲoː ) , officially Tokyo Metropolis , is one of its 47 prefectures . The Greater Tokyo Area is the most populous metropolitan area in the world . It is the seat of the Emperor of Japan and the Japanese government . It is the seat of the Emperor of Japan . It is the seat of the Japanese government . Tokyo is in the Kantō region on the southeastern side of the main island Honshu and includes the Izu Islands and Ogasawara Islands . Tokyo is in the Kantō region on the southeastern side of the main island Honshu . Tokyo includes the Izu Islands . Tokyo includes Ogasawara Islands . Formerly known as Edo , it has been the de facto seat of government since 1603 when Shogun Tokugawa Ieyasu made the city his headquarters . It officially became the capital after Emperor Meiji moved his seat to the city from the old capital of Kyoto in 1868 ; at that time Edo was renamed Tokyo . Tokyo Metropolis was formed in 1943 from the merger of the former Tokyo Prefecture ( 東京府 Tōkyō - fu ) and the city of Tokyo ( 東京市 Tōkyō - shi ) . Tokyo Metropolis was formed in 1943 from the merger of the former Tokyo Prefecture ( 東京府 Tōkyō - fu ) . Tokyo Metropolis was formed in 1943 from the merger of the city of Tokyo ( 東京市 Tōkyō - shi ) . Tokyo is often referred to as a city , but is officially known and governed as a " metropolitan prefecture " , which differs from and combines elements of a city and a prefecture , a characteristic unique to Tokyo . Tokyo is often referred to as a city . Tokyo is officially known as a " metropolitan prefecture " , which differs from of a city , a characteristic unique to Tokyo . Tokyo is officially known as a " metropolitan prefecture " , which differs from of a prefecture , a characteristic unique to Tokyo . Tokyo is officially known as a " metropolitan prefecture " , which combines elements of a city , a characteristic unique to Tokyo . Tokyo is officially known as a " metropolitan prefecture " , which combines elements of a prefecture , a characteristic unique to Tokyo . Tokyo is officially governed as a " metropolitan prefecture " , which differs from of a city , a characteristic unique to Tokyo . Tokyo is officially governed as a " metropolitan prefecture " , which differs from of a prefecture , a characteristic unique to Tokyo . Tokyo is officially governed as a " metropolitan prefecture " , which combines elements of a city , a characteristic unique to Tokyo . Tokyo is officially governed as a " metropolitan prefecture " , which combines elements of a prefecture , a characteristic unique to Tokyo . The Tokyo metropolitan government administers the 23 Special Wards of Tokyo ( each governed as an individual city ) , which cover the area that was the City of Tokyo before it merged and became the metropolitan prefecture in 1943 . The Tokyo metropolitan government administers the 23 Special Wards of Tokyo ( each governed as an individual city ) , which cover the area that was the City of Tokyo before it merged . The Tokyo metropolitan government administers the 23 Special Wards of Tokyo ( each governed as an individual city ) , which cover the area that was the City of Tokyo before it became the metropolitan prefecture in 1943 . The metropolitan government also administers 39 municipalities in the western part of the prefecture and the two outlying island chains . The metropolitan government also administers 39 municipalities in the western part of the prefecture . The metropolitan government also administers 39 municipalities in the two outlying island chains . The population of the special wards is over 9 million people , with the total population of the prefecture exceeding 13 million . The prefecture is part of the world 's most populous metropolitan area with upwards of 37.8 million people and the world 's largest urban agglomeration economy . The prefecture is part of the world 's most populous metropolitan area with upwards of 37.8 million people . The prefecture is part of the world 's most populous metropolitan area with the world 's largest urban agglomeration economy . In 2011 , the city hosted 51 of the Fortune Global 500 companies , the highest number of any city in the world , at that time . Tokyo ranked third ( twice ) in the International Financial Centres Development IndexEdit . The city is also home to various television networks such as Fuji TV , Tokyo MX , TV Tokyo , TV Asahi , Nippon Television , NHK and the Tokyo Broadcasting System . The city is also home to various television networks such as Fuji TV . The city is also home to various television networks such as Tokyo MX . The city is also home to various television networks such as TV Tokyo . The city is also home to various television networks such as TV Asahi . The city is also home to various television networks such as Nippon Television . The city is also home to various television networks such as NHK . The city is also home to various television networks such as the Tokyo Broadcasting System . Finnish police reprimanded a man for traveling in a car boot to hide his meeting with Prime Minister Juha Sipila during a government crisis last summer , saying this was breach of the traffic code . A police statement did not name the man in the boot , but in effect indicated the traveler was State Secretary Samuli Virtanen , who is also the deputy to Foreign Minister Timo Soini . A police statement did not name the man in the boot . A police statement in effect indicated the traveler was State Secretary Samuli Virtanen , who is also the deputy to Foreign Minister Timo Soini . The meeting took place in June , a day after Virtanen 's co-ruling Finns party had elected anti-immigration hardliners as its new leaders . The government was close to collapse until a group of politicians , including Virtanen and Soini , in the following week walked out of the Finns party and announced they would form a new group . The government was close to collapse until a group of politicians , including Virtanen , in the following week walked out of the Finns party . The government was close to collapse until a group of politicians , including Virtanen , in the following week announced they would form a new group . The government was close to collapse until a group of politicians , including Soini , in the following week walked out of the Finns party . The government was close to collapse until a group of politicians , including Soini , in the following week announced they would form a new group . The Finns party was thrown out of the government and the new '' Blue Reform '' group kept its cabinet seat . The Finns party was thrown out of the government . the new '' Blue Reform '' group kept its cabinet seat . Virtanen has not commented on the case , but lawmaker Tiina Elovaara from Blue Reform said in a blog that Virtanen climbed into the boot to keep the meeting secret at a critical moment . Virtanen has not commented on the case . lawmaker Tiina Elovaara from Blue Reform said in a blog that Virtanen climbed into the boot to keep the meeting secret at a critical moment . '' He avoided media attention when the situation was most serious , and the risk of leakage about the parliamentarians ' transition was too big , '' Elovaara said . '' He avoided media attention when the situation was most serious , '' Elovaara said . '' He avoided media attention when the risk of leakage about the parliamentarians ' transition was too big , '' Elovaara said . Chilly Gonzales ( born Jason Charles Beck ; 20 March 1972 ) is a Grammy - winning Canadian musician who resided in Paris , France for several years , and now lives in Cologne , Germany . Chilly Gonzales ( born Jason Charles Beck ; 20 March 1972 ) is a Grammy - winning Canadian musician who resided in Paris , France for several years . Chilly Gonzales ( born Jason Charles Beck ; 20 March 1972 ) is a Grammy - winning Canadian musician who now lives in Cologne , Germany . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano I and Solo Piano II , as well as his MC and electro albums , he is also a producer and songwriter . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano I , as well as his MC albums , he is also a producer . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano I , as well as his MC albums , he is also a songwriter . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano I , as well as his electro albums , he is also a producer . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano I , as well as his electro albums , he is also a songwriter . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano II , as well as his MC albums , he is also a producer . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano II , as well as his MC albums , he is also a songwriter . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano II , as well as his electro albums , he is also a producer . Known for his albums of classical piano compositions with a pop music sensibility , Solo Piano II , as well as his electro albums , he is also a songwriter . Gonzales broadcasts a web series Pop Music Masterclass on WDR , the documentary Classical Connections on BBC Radio 1 , The History of Music on Arte , and Music 's Cool with Chilly Gonzales on Apple Music 's Beats 1 radio show . Gonzales broadcasts a web series Pop Music Masterclass on WDR . Gonzales broadcasts the documentary Classical Connections on BBC Radio 1 . Gonzales broadcasts The History of Music on Arte . Gonzales broadcasts Music 's Cool with Chilly Gonzales on Apple Music 's Beats 1 radio show . He has written several newspaper and magazine opinion pieces in The Guardian , Vice , Billboard , and others . He has written several newspaper opinion pieces in The Guardian . He has written several newspaper opinion pieces in Vice . He has written several newspaper opinion pieces in Billboard . He has written several newspaper opinion pieces in others . He has written several magazine opinion pieces in The Guardian . He has written several magazine opinion pieces in Vice . He has written several magazine opinion pieces in Billboard . He has written several magazine opinion pieces in others . He is the younger brother of the prolific film composer Christophe Beck . Gonzales was born on 20 March 1972 . His parents are Ashkenazi Jews who had to flee from Hungary during World War II . Gonzales began teaching himself piano at age three , when his older brother Chris began taking lessons . Gonzales graduated from Crescent School in Toronto , Ontario , Canada . He was classically trained as a pianist at McGill University , where he began both his composing career , co-authoring several musicals with his brother , and his performing career , as a jazz virtuoso . He was classically trained as a pianist at McGill University , where he began both his composing career , co-authoring several musicals with his brother . He was classically trained as a pianist at McGill University , where he began both his performing career , as a jazz virtuoso . In statistics , an expectation – maximization ( EM ) algorithm is an iterative method to find maximum likelihood or maximum a posteriori ( MAP ) estimates of parameters in statistical models , where the model depends on unobserved latent variables . In statistics , an expectation – maximization ( EM ) algorithm is an iterative method to find maximum likelihood ) estimates of parameters in statistical models , where the model depends on unobserved latent variables . In statistics , an expectation – maximization ( EM ) algorithm is an iterative method to find maximum a posteriori ( MAP ) estimates of parameters in statistical models , where the model depends on unobserved latent variables . The EM iteration alternates between performing an expectation ( E ) step , which creates a function for the expectation of the log -likelihood evaluated using the current estimate for the parameters , and a maximization ( M ) step , which computes parameters maximizing the expected log - likelihood found on the E step . These parameter - estimates are then used to determine the distribution of the latent variables in the next E step . The EM algorithm was explained and given its name in a classic 1977 paper by Arthur Dempster , Nan Laird , and Donald Rubin . The EM algorithm was explained in a classic 1977 paper by Arthur Dempster . The EM algorithm was explained in a classic 1977 paper by Nan Laird . The EM algorithm was explained in a classic 1977 paper by Donald Rubin . The EM algorithm was given its name in a classic 1977 paper by Arthur Dempster . The EM algorithm was given its name in a classic 1977 paper by Nan Laird . The EM algorithm was given its name in a classic 1977 paper by Donald Rubin . They pointed out that the method had been " proposed many times in special circumstances " by earlier authors . A very detailed treatment of the EM method for exponential families was published by Rolf Sundberg in his thesis and several papers following his collaboration with Per Martin - Löf and Anders Martin - Löf . A very detailed treatment of the EM method for exponential families was published by Rolf Sundberg in his thesis . A very detailed treatment of the EM method for exponential families was published by Rolf Sundberg in several papers following his collaboration with Per Martin - Löf . A very detailed treatment of the EM method for exponential families was published by Rolf Sundberg in several papers following his collaboration with Anders Martin - Löf . The Dempster – Laird–Rubin paper in 1977 generalized the method and sketched a convergence analysis for a wider class of problems . The Dempster – Laird–Rubin paper in 1977 generalized the method . The Dempster – Laird–Rubin paper in 1977 sketched a convergence analysis for a wider class of problems . Regardless of earlier inventions , the innovative Dempster – Laird – Rubin paper in the Journal of the Royal Statistical Society received an enthusiastic discussion at the Royal Statistical Society meeting with Sundberg calling the paper " brilliant " . The Dempster – Laird –Rubin paper established the EM method as an important tool of statistical analysis . After a year of relatively healthy global economic growth , economists are predicting pretty much the same for 2018 -- a neither too - hot nor too - cold Goldilocks scenario , but with little sight of the three bears . The idea is that all is pretty much on track for growth that will be stronger than in 2017 . Part of this may come from the fact that forecasters generally got it wrong last year , underclubbing this year 's economic performance , particularly for the euro zone and Japan . Part of this may come from the fact that forecasters generally got it wrong last year , underclubbing this year 's economic performance , particularly for the euro zone . Part of this may come from the fact that forecasters generally got it wrong last year , underclubbing this year 's economic performance , particularly for Japan . The International Monetary Fund , for example , saw 2017 global growth at 3.4 percent with advanced economies advancing 1.8 percent . It now reckons them at 3.6 percent and 2.2 percent . It now reckons them at 3.6 percent . It now reckons them at 2.2 percent . It had the euro zone and Japan growing 1.5 percent and 0.6 percent , respectively . It had the euro zone growing 1.5 percent , respectively . It had the euro zone growing 0.6 percent , respectively . It had Japan growing 1.5 percent , respectively . It had Japan growing 0.6 percent , respectively . It now has them at 2.1 percent and 1.5 percent . It now has them at 2.1 percent . It now has them at 1.5 percent . '' Faster growth is reaching roughly two - thirds of the world 's population , '' the IMF said in a December blog post . This performance has made some economists optimistic . Nomura is among the more bullish : '' Global growth has far more self - reinforcing characteristics at present than at any time over the last 20 - 30 years . '' There are huge numbers of potential political and economic risks to the status quo . There are huge numbers of potential political risks to the status quo . There are huge numbers of potential economic risks to the status quo . But as in the fairy tale , let 's go with just three : central banks , trade , and bubbles . But as in the fairy tale , let 's go with just three : central banks . But as in the fairy tale , let 's go with just three : trade . But as in the fairy tale , let 's go with just three : bubbles . In the first case , the danger is that there will be a policy mistake , squeezing debtors . The second relates to renewed U.S. protectionism or anger over Chinese exports triggering tit - for - tat , growth - stifling trade barriers . The second relates to renewed U.S. protectionism triggering tit - for - tat , growth - stifling trade barriers . The second relates to anger over Chinese exports triggering tit - for - tat , growth - stifling trade barriers . The third is about sudden market losses that dry up spending and demand . The third is about sudden market losses that dry up spending . The third is about sudden market losses that dry up demand .