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| In the previous section, a designer specified a reward function, and actions were selected to maximise reward using automated planning. in traditional approaches to dialogue management, the designer specifies actions directly, a process often called handcrafting10 . automated planning is appealing because adding confidence score information to the dialogue state space increases its size dramatically, complicating the work of a human designer. this section presents an alternative approach in which a human designer produces a handcrafted dialogue manager which does not include confidence score information. rather, the spoken dialogue system is viewed as a pomdp, belief monitoring which takes confidence score into account ; is performed, and the handcrafted controller is executed in conjunction with the belief state. concretely, the handcrafted policy is evaluated by constructing its value function, and is then executed in the style of the discretepomdp above. intuitively, a policy specifies what action to take in a given situation. in the previous section, we relied on the representation of a pomdp policy produced by value iteration - i.e., a value function, represented as a set of n vectors each of dimensionality |s|. we write vn s ; to indicate the sth component of the nth vector. a second way of representing a pomdp policy is as a "policy graph" - a finite state controller consisting of n nodes and some number of directed arcs. each controller node is assigned a pomdp action, and we will again write n ; to indicate the action associated with the nth node. each arc is labelled with a pomdp observation, such that all controller nodes have exactly one outward arc for each observation. l n, o ; denotes the successor node for node n and observation o. a policy graph is a general and common way of representing handcrafted dialogue management policies pieracinni and huerta, 2005 ; . more complex handcrafted policies - for example, those created with rules - can usually be compiled into a possibly very large ; policy graph. that said, a policy graph does not make the expected return associated with each controller node explicit, but as pointed out by hansen 1998 ; , we can find the expected return associated with each controller node by solving this system of linear equations in v: vn and us casino.
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Millwall but my heart is rapidly being ripped out due to you and your band of directors. if you can't stop this club plummeting, it is about time you looked at your own position. i, for one have had enough of seeing my club go drastically downhill over the past few years. t broughton, old kent rd, se1 dear tlr, my brother and a colleague from his work, an orient supporter, were the match ball sponsors for the second leg of our cup tie with the o's at the den. i was invited to join them along with a few others, in what turned out to be a very enjoyable evening, except for the two orient supporters in my party. after finishing my pre match meal, my brother was approached by a young lady by the name of joe future match ball sponsors beware, she is not as green as she dresses ; . joe is involved in football as an agent to the stars, well she seemed to know a certain mr john fashanu anyway. joe however, is also involved in the sale of executive boxes at the new den, which is where the main point of my letter springs from. in her sales pitch aimed at my brother, i found out a few things that i'm sure many readers of tlr will not be fully aware of. in the first year the new den will host sixty eight events. these will include, here comes joe's spiel, "rock and pop concerts, by the likes of elton john, boxing bouts with fighters such as colin mcmillan, also american football and of course millwall's own league and cup games." obviously i'm not sure where '68' came from, seeing as we don't know from season to season how many home cup ties will be played, so if we take it as a round seventy, that will be nearer the mark. that means 25-30 events will be millwall games and 40-45 will be non football league football association events. personally i all for this, it makes sense to use the stadium as much as possible, but i didn't realise how ambitious millwall were being. i hope it works out maybe i'll see colin mcmillan fight, but as for rod and elton, bollocks. having said that, if the american company who are going to run the stadium do their promotional bit, i sure those concerts will be close on to the 25, 000 capacity that will be set for any music events ; . however i do have to gripes, one being that the new den should not be used for american football games. our groundsman does an excellent job with the pitch at the moment but how well will he cope after these extra games that will wear out certain parts of the pitch more than others? maybe it was thought that these games would be played in the summer, in that case how does the pitch recover after the winter months of the english football season? the second gripe is that the ground may officially be opened with a boxing match, this is not definite, but millwall are first and foremost a football club and the football should never be 'the sideshow'. if the contractors, tilbury douglas, are able to finish the new ground before the season opens i feel it would be a good idea to stage a two day mini tournament, something like the makita trophy. otherwise the first 'event' at the new den should be a league fixture and nothing else. as joe calls it, our 'mini wembley' financially is the only way forward. it will be a sad day on may 8th when we finally say goodbye to the old den but, times they are a.
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Tack sam 18951961 ; , was not only one of the 20th century's most revered magicians and vaudevillians-- achieving worldwide houdini-like fame--but also happened to be the author's great-grandfather. "i dedicate both the film and the book to my grandmother [long's daughter], who i was very close to, and who died 20 years ago, " she says. "i was close to her, yet i didn't know any of this." though aware that long tack sam had left his native china and, in 1908, married leopoldine roesler of linz, austria, fleming was shocked to learn that he first trained as an acrobat, went on to lead a chinese variety show and basically was "famous his whole career, " she says. the memoir then centers as much on long's amazing life--richly illustrated through snapshots and comic sequences, and smartly contextualized with an accompanying time line of historical miscellany--as fleming's relation to it, subtly emphasized through the charming figure "stickgirl." aesthetically wed to the principle of her work's form matching its subject, fleming says 'zines gave her the "permission" to take a scrapbook-like approach in telling long's story. "collage, of course, is the nature of the film, and the nature of long tack sam's life and show, really, " she says. "my question was, `can i be personable using a collage technique on the page.or is it emotionally alienating?' " like her great grandfather's global audience, readers of all ages will delight in the warmth, humanity and playfulness of this inspiring tale of geopolitical awareness.
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A new program initiated by vice president for academic affairs dr. wallace smith enriched the 2001-2002 school year at ucc. the college novel project has a simple premise to have everyone at union county college students, faculty, staff ; read the same novel, and thus increase the sense of community. everyone was invited to join the inevitable ; committee, to read the book, to participate in lunchtime discussions and attend lectures on contemporary literature. professors in several disciplines found creative ways to incorporate the chosen novel, russell banks' the sweet hereafter, into their courses, and it generated a lot of enthusiasm on campus. laura ciarrocca, `02, of westfield, won first place in a student essay contest, and anna lian tes won first place in the artistic expression contest. their entries can be seen on the ucc web site, ucc : on the home page, search for college novel. for the 2002-2003 year the college novel committee voted to have two college novels - ernest gaines' a lesson before dying for the fall semester and bobbie ann mason's in country for the spring semester. these novels lend themselves to discussions on capital punishment, race relations, civil rights, the vietnam war, post traumatic stress disorder, etc. since both are steeped in some of the most important issues in american culture, the college novel committee and its chairman dr. tim mccracken, senior professor of english, hope to see a broad range of participants and discussion topics. u.
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